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  • MPI Ethno. Forsch.  (608)
  • MPI-MMG
  • [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc.  (608)
  • Electronic videos ; local  (608)
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  • MPI Ethno. Forsch.  (608)
  • MPI-MMG
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  • 1
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 57 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Traditional rule-based data quality management methodology is costly and hard to scale in the big data environment. It requires subject matter experts within business, data and technology domains. Machine learning techniques for data quality management enable cost-effective and scalable ways to manage data quality for a large amount of data. This presentation will discuss a use case that demonstrates how machine learning techniques can be used in data quality management on a big data platform in the financial industry. Join us for this edition of Meet the Expert with Jennifer Yang to learn how machine learning techniques can be used in the data quality management processes in the financial industry. Jennifer will describe: Results of applying various machine learning techniques in the four most commonly defined data validation categories will be presented. Approaches to operationalize the machine learning data quality management solution. Lessons learned will be discussed to help the audience take on their own data quality management journey using machine learning techniques. O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed January 20, 2021) , Mode of access: World Wide Web.
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  • 2
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 57 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on software architecture with Neal Ford and Sarah Wells, covering the fascinating aspects of the discipline, interesting convergence areas, and insights on how to approach the most challenging aspects of building and managing evolving architectural needs. This is your chance to ask Neal and Sarah anything you want about architecture or their own career journeys. They’ll spend a few minutes covering the trends in microservices that are influencing architecture right now, then tell you what you need to know to stay ahead of the curve. What you'll learn-and how you can apply it Explore the uses of a microservices architecture What’s coming next with software architecture This training course is for you because... You want the chance to ask Neal Ford and Sarah Wells your questions around working long-term with a microservices architecture. You’re looking for ways to use microservices to support your businesses goals. You want to become well-versed in the foundations and best practices of microservices. Prerequisites: Come with your questions for Neal Ford and Sarah Wells Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Fundamentals of Software Architecture Read Building Microservice, 2E Read Building Event-Driven Microservices
    Note: Online resource; Title from title screen (viewed March 9, 2021) , Mode of access: World Wide Web.
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  • 3
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 50 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: About Architectural Katas: What could be better than practicing software architecture with your handpicked dream team of architects? Participants in Architectural Katas, moderated by Neal Ford, work together virtually in small groups of their choosing to solve a challenge an actual organization is facing. Everyone gets the chance to practice their craft with a real software architecture problem in a safe and social environment, and the finalists and winners earn well-deserved bragging rights (not to mention an intriguing line on their résumé). Plus a selected organization working for social good will have some of its gnarliest software architecture problems solved. What you'll learn-and how you can apply it Identify and design architectural components Explore techniques to analyze and select the right architecture patterns Learn how to diagram and document an architectural solution Develop better communication skills to champion architecture decisions to developers and stakeholders This training course is for you because... You're a senior-level developer who wants to make the move to architect. You're a practicing software architect who wants to hone your skills and learn new software architecture techniques and practices. You're responsible for creating a software architecture for your company, and you want to practice with a real-world challenge. Prerequisites Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Fundamentals of Software Architecture (book) Read Building Microservices , second edition (book) Read Building Evolutionary Architectures (book) Read Building Event-Driven Microservices (book)
    Note: Online resource; Title from title screen (viewed April 21, 2021) , Mode of access: World Wide Web.
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  • 4
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 25 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: One of the most consistent challenges for ML engineers is how to move from model to production. Join us for a day of sessions dedicated to making the most of AI in your company. You’ll learn about everything from scaling to deployment and from pipeline to model decay—straight from our experts. About the AI Superstream Series: This four-part series of half-day online events is packed with insights from some of the brightest minds in AI. You’ll get a deeper understanding of the latest tools and technologies that can help keep your organization competitive, and learn to leverage AI to drive real business results. What you'll learn-and how you can apply it Understand how MLOps can help you evolve from manually building models Learn how to use PyTorch to effectively deploy and scale your AI models Explore design patterns that will help you tackle problems that frequently crop up during the ML process This Superstream is for you because... You want to learn more about moving machine learning from model to production. You want to better understand MLOps. You’re interested in improving your skills in scaling, model monitoring, and deployment. Prerequisites Come with your questions Have a pen and paper handy to capture notes, insights, and inspiration
    Note: Online resource; Title from title screen (viewed March 17, 2021) , Mode of access: World Wide Web.
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  • 5
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 58 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation with Neal Ford and his guest, Mark Richards, where they will go deep into the difference between patterns and styles, how understanding styles will help you to make effective architecture decisions, and how to evaluate the trade-offs for different styles. What you'll learn-and how you can apply it What’s coming next with Software Architecture This training course is for you because... You are interested in how architecture styles will impact your business architecture Prerequisites Read Fundamentals of Software Architecture Read Software Systems Architecture: Working with Stakeholders Using Viewpoints and Perspectives , 2E Chapter 11: Using Styles and Patterns View Software Architecture Fundamentals , Second Edition
    Note: Online resource; Title from title screen (viewed May 6, 2021) , Mode of access: World Wide Web.
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  • 6
    Language: English
    Pages: 1 online resource (1 video file, approximately 2 hr., 54 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Go is now over a decade old, but that doesn’t mean it’s showing its age. As open source projects across industries have adopted Go, the language has continued to grow and change to meet their needs. Recent and forthcoming additions to the language, such as generics and modules, will alter Go programming dramatically. What do these developments mean for adoption? (Why, for example, is Go the language chosen by so many CNCF projects?) And what features do expert Go developers see as the backbone of the future of programming? Join us to hear expert insight into how the Go language is changing open source development, what makes it right for so many open source projects, and how developers can use Go’s unique new features to build secure, reliable, and efficient applications. About the OSCON Superstream Series: Each day in the four-part OSCON Superstream Series covers a different programming language and its ecosystem, with unique sessions including keynotes from language luminaries, debates on controversial topics, and hands-on coding talks. And they’re packed with insights from innovators and the latest tools and technologies to help you stay ahead of it all. What you'll learn-and how you can apply it Learn how best to approach using generics in Go code Discover how to extend Go applications Understand techniques for working in someone else’s codebase Find out what to do when concurrency goes wrong in your Go applications This Superstream is for you because... You’re a Go developer who wants to learn how newer features such as generics will affect your code and applications. You’re a software developer interested in learning more about Go as a language for developing tools, web services, or working with distributed systems. You’re an engineer, developer, or DevOps specialist looking to understand how Go is shaping observability and container management. Prerequisites Come with your questions Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Take Introduction to the Go Programming Language (live online training course with Jay McGavren) Explore Understand Go (expert playlist by Jay McGavren) Read Head First Go (book) Read Concurrency in Go (book) Read Learning Go (early release book) Read Cloud Native Go (early release book) Read The Go Programming Language (book) Play in the interactive Go Sandbox
    Note: Online resource; Title from title screen (viewed April 29, 2021) , Mode of access: World Wide Web.
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  • 7
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 58 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Artificial intelligence and machine learning have at least one thing in common with traditional software systems: they fail. AI failures might consist of discriminatory behavior, privacy violations, or even security breaches that can lead to lawsuits, regulatory fines, and more. So what can organizations do to avoid these pitfalls? In this Meet the Expert with Andrew Burt and Patrick Hall—the cofounders of bnh.ai, a boutique law firm focused on AI and analytics—learn how to prevent the inevitable failures in your ML systems from spiraling into full-blown AI incidents. As you explore a new approach to incident response specifically tailored to AI, you’ll learn when and why AI creates liability for the organizations that employ it and how those organizations should react when their AI causes major problems. Recorded on May 13, 2021. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed May 13, 2021) , Mode of access: World Wide Web.
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  • 8
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 60 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on Kubernetes with Sam Newman and longtime DevOps pro Patrick Debois. They’ll discuss DevSecOps best practices, how to develop a security-focused approach to your organization’s software development, and the trends that are impacting your organization’s deployment practices and culture—along with insights intended to help you learn how to approach the most challenging aspects of building and managing evolving software needs. What you'll learn-and how you can apply it Explore the origins of DevSecOps Understand why DevSecOps is needed See what’s coming next for infrastructure and ops This training course is for you because... You want the chance to ask Sam Newman and Patrick Debois your questions about using DevSecOps. You’re looking for ways to use DevSecOps to support your production goals. You want to become well versed in the foundations and best practices of pipeline creation and deployment. Prerequisites Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read DevOpsSec (report) Watch Spotlight on Cloud: DevSecOps Lessons Learned with Zane Lackey (video, 58m) Read Securing DevOps (book) Watch “ Security Is Everybody’s Job ” (recorded Superstream session with Tanya Janca) Read “ Welcome to the Agile Revolution ” (chapter 3 in Agile Application Security)
    Note: Online resource; Title from title screen (viewed May 5, 2021) , Mode of access: World Wide Web.
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  • 9
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 0 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Over the past decade, mapping experiences—a design and marketing technique that attempts to capture an experience in a diagram—has entered the mainstream. Stakeholders are now asking for things like customer journey maps by name, even if they don’t know exactly what they’re requesting. To keep up with demand, the field, along with associated areas such as experience design, service design, and customer experience management, is maturing quickly, bringing with it a number of necessary changes. Join us for this edition of Meet the Expert with Jim Kalbach. You’ll get an overview of experience mapping fundamentals and explore five trends shaping the field today: facilitation as a core part of mapping, increased focus on multichannel experiences, the rise of mapping as a management activity, the inclusion of employee experience, and the application of experience mapping outside of commercial settings. What you’ll learn and how you can apply it By the end of this live show, you’ll better understand: Core concepts in mapping experiences Key trends and changes to the field The future outlook and where the field might be heading This course is for you because… You want to learn about the fundamental shifts that are transforming the business landscape and customer needs. You want to stay current in new skills related to customer journey mapping, service blueprinting, and similar techniques. Recommended follow-up: Read Mapping Experiences , second edition (book), especially chapter 11, “ Customer Journey Maps ” Read Rapid Techniques for Mapping Experiences (report)
    Note: Online resource; Title from title screen (viewed June 2, 2021) , Mode of access: World Wide Web.
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  • 10
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 39 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for an event focused on the many aspects of designing, deploying, and maintaining responsible AI. Event chair and responsible AI expert Rumman Chowdhury offers overarching context, stitching together shorter tech talks and conversations with industry leaders. What you’ll learn and how you can apply it Discover what responsible AI includes (and what it doesn’t) See what responsible AI looks like in action, from data to deployment to debugging Learn how to debug your ML model Explore real-world applications of responsible AI Understand what industry leaders think about when they think about responsibility This course is for you because… You're a machine learning engineer or data scientist interested in responsible AI. You’re engaged in conversations about ethics and AI. You're wondering how to improve your own AI and machine learning. You're responsible for implementing fair or ethical AI practices in your role or project and looking for hands-on examples. Recommended follow-up: Read Responsible Machine Learning (report) Read AI and the Law (report) Read Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow (book)
    Note: Online resource; Title from title screen (viewed June 16, 2021) , Mode of access: World Wide Web.
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  • 11
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 25 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Developers and architects like to solve technical problems, not people problems. However, as Gerald Weinberg was famous for saying, “No matter what they tell you, it’s always a people problem.” Exceptional interpersonal skills—teamwork, facilitation, and leadership among them—are at least half of what it takes to become an effective software architect (regardless of the actual role or title an architect may have). But attaining the skills that will ensure you can communicate clearly and get stakeholder buy-in can be a difficult proposition. Join us for this Superstream event to learn more about these essential skills, understand why they’re so critical, and see how you can start putting them into practice. What you’ll learn and how you can apply it Explore techniques to analyze and select the right architecture patterns Discover ways to diagram and document an architectural solution Learn better communication skills to champion architecture decisions to developers and stakeholders This course is for you because… You're a senior-level developer who wants to make the move to architect. You're a practicing software architect who wants to hone your skills and learn new software architecture techniques and practices. You want to learn more about how to succeed as a software architect by developing your leadership and negotiation skills. Recommended follow-up: Read The Software Architect Elevator (book) Read Dynamic Reteaming , second edition (book) Read Microservices Patterns (book) Take Mastering Technical Presentations by Example (live online training course with Neal Ford) Read Fundamentals of Software Architecture (book) Read Building Microservices , second edition (book) Read Building Evolutionary Architectures (book) Read Building Event-Driven Microservices (book) Take Software Architecture by Example (live online training course with Mark Richards and Neal Ford) Take Architecture: The Hard Parts (live online training course with Mark Richards and Neal Ford) Take Microservice Fundamentals (live online training course with Sam Newman)
    Note: Online resource; Title from title screen (viewed July 14, 2021) , Mode of access: World Wide Web.
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  • 12
    Language: English
    Pages: 1 online resource (1 video file, approximately 56 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Sponsored by F5 Tight budgets, growing cybersecurity concerns, and the challenge of maintaining legacy applications and infrastructures are overloading traditional IT resources in federal agencies. As a result, the legacy applications these agencies have relied on to support their missions and operations can no longer fully support the business requirements of innovation, agility, and efficiency. Something has to change, but what are the best ways forward? Join us for this edition of Meet the Expert with Stephen Hillier and Paul Deakin, IT experts with deep experience working with federal governments. They’ll discuss the latest app modernization trends—and how government agencies might put some of them into practice. You’ll learn how agencies are taking new approaches related to the migration of legacy application (optimizing container management and automating app delivery, for instance); gain practical advice on how to best integrate new functionality (like how to best manage and secure APIs in modern digital experiences); and explore the latest security methodologies and processes associated with evolving app development and modernization vulnerabilities (in other words, DevSecOps). What you’ll learn and how you can apply it Understand how to best approach migrating your legacy applications to modern infrastructure Learn how to integrate new functionality, like managing and securing APIs Explore the latest security methodologies and processes This course is for you because… You want to better understand how to address legacy applications that can no longer support your business requirements. You want to learn about the fundamental shifts that are transforming the business landscape and customer needs. Recommended follow-up: Read Software Engineering at Google (book) Read Seriously Good Software (book)
    Note: Online resource; Title from title screen (viewed July 22, 2021) , Mode of access: World Wide Web.
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  • 13
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 0 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on site reliability engineering with Sam Newman and Gremlin principal SRE Tammy Butow. They’ll chat about SRE best practices and challenges, building resilient systems, chaos engineering, facilitating controlled experiments to identify systemic weaknesses, and more. What you’ll learn and how you can apply it Explore the origins of, need for, and challenges around SRE What’s coming next for infrastructure and ops This course is for you because… You want the chance to ask Sam Newman and Tammy Butow your questions around SRE and chaos engineering. You’re looking for ways to improve your systems and mitigate weaknesses. You want to become well-versed in the foundations and best practices of pipeline creation. Recommended follow-up: Read Chaos Engineering (book) Read Security Chaos Engineering (report) Read Site Reliability Engineering (book)
    Note: Online resource; Title from title screen (viewed August 2, 2021) , Mode of access: World Wide Web.
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  • 14
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 12 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: The combination of modern distributed architectures and cloud environments offers powerful solutions for delivering applications that quickly yield business value. . .and increased complexity. Moving quickly and not breaking things means that you need deployment pipelines. How do you ensure your releases don’t bring down production? Enter CI (continuous integration) and CD (continuous delivery), which greatly improve visibility of the quality of your software while also greatly reducing the time taken between releases. Join us to learn how CI/CD can help you achieve new levels of velocity, agility, reliability, and efficiency in your projects and systems. About the Infrastructure & Ops Superstream Series: This five-part series of half-day online events details what you need to know to effectively manage existing legacy systems while migrating to modern, scalable, cost-effective infrastructures—with no interruption to your business. Each event day covers some of the most challenging and promising topics facing those working in infrastructure and operations today: continuous integration and delivery, cloud delivery, Kubernetes, microservices, and security. What you'll learn-and how you can apply it Understand what tools work best for CI/CD and cloud native Learn how CI/CD works in the deployment pipeline Discover how infrastructure as code can help you deliver services to your users This Superstream is for you because... You’re a developer looking to discover the advantages of CI/CD. You want to better understand infrastructure as code. You work in a cloud native environment and want to learn which CI/CD tools work best with this extra complexity. You want to better incorporate testing and automation in your CI/CD pipeline. Prerequisites: Come with your questions Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Infrastructure as Code , second edition (book) Read Building Microservices , second edition (book) Read What Is DevOps? (report)
    Note: Online resource; Title from title screen (viewed February 2, 2021) , Mode of access: World Wide Web.
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  • 15
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 19 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: There’s no single—or clearly defined—path to becoming a software architect. But these sessions will give you a solid grasp of the fundamentals, preparing you to implement the strategies that will help your organization increase performance, reduce costs, manage complexity, build in resilience and scalability, and speed time to market. Whether you're a senior-level developer who wants to make the move to architect or a practicing software architect who wants to hone your skills, these sessions provide the insight, advice, and essential knowledge you need to up your game. About the Software Architecture Superstream Series: This six-part series of half-day online events focuses on the hottest topics in software architecture, giving you the insights to keep pace with what’s next while still accommodating legacy needs. Both seasoned software architects and those looking to break into the field will learn new skills and the latest information on the tools and technologies they need to succeed. What you'll learn-and how you can apply it Learn how to identify and design architectural components Understand exactly what microservices are and the power they bring Explore techniques to analyze and select the right architecture patterns Discover ways to diagram and document an architectural solution Build better communication skills to champion architecture decisions to developers and stakeholders This Superstream is for you because... You're a senior-level developer who wants to make the move to architect. You're a practicing software architect who wants to learn new software architecture techniques and practices. You're considering adopting a microservice architecture. You're responsible for creating a software architecture for your company, and you want to learn the fundamentals. Prerequisites Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Fundamentals of Software Architecture (book) Read Building Microservices , second edition (book) Read Building Evolutionary Architectures (book) Read Building Event-Driven Microservices (book)
    Note: Online resource; Title from title screen (viewed March 18, 2021) , Mode of access: World Wide Web.
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  • 16
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 38 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: As the scale of data continues to grow (alongside an ever expanding ecosystem of tools to work with it), developing successful applications is an increasingly challenging proposition—and a necessity. At each stage of the process, from architecting to processing and storing data to deployment, there are a range of aspects to consider. Things like scalability, consistency, reliability, efficiency, and maintainability. It can be hard to figure out the right way forward. In this event, you’ll gain insight into design and engineering best practices through interactive sessions and live coding demos. Join us to learn how to make the right decisions for your applications. About the Strata Data Superstream Series: This four-part series of half-day online events gives attendees an overarching perspective of key topics that will help your organization maximize the business impact of your data. What you'll learn-and how you can apply it Learn how to build, scale, and test robust data pipelines Get an overview of next-generation technologies for developing underlying data architectures Explore design considerations to make your applications successful and reliable Understand how to ask the right questions when developing ethical data products This Superstream is for you if... You need to know the latest trends in data workflows, techniques, and tools. You want to improve the scalability, reliability, security, and maintainability of your applications. You want to better understand the systems you already use and the distributed systems on which modern databases are built. You want to learn the best ways to integrate data governance and ethical data practices into your applications. Prerequisites Come with your questions Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Designing Data-Intensive Applications (book)
    Note: Online resource; Title from title screen (viewed May 4, 2021) , Mode of access: World Wide Web.
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  • 17
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 21 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for four hours of sessions focusing on the tools that are most useful when moving to a microservice style architecture. You’ll learn how APIs, patterns, and Agile methods can lead to more successful migrations to microservices, ensuring you can make the move in a way that doesn’t disrupt your current business. About the Software Architecture Superstream Series: This six-part series of half-day online events focuses on the hottest topics in software architecture, giving you the insights to keep pace with what’s next while still accommodating legacy needs. Both seasoned software architects and those looking to break into the field will learn new skills and the latest information on the tools and technologies they need to succeed. What you'll learn-and how you can apply it Explore best practices for optimizing work for distributed systems Learn how to use the STAR method to migrate your infrastructure to a microservices platform—without interrupting your IT services Dive into the saga pattern, an approach for handling database transactions that span multiple requests Understand how to use Agile methods to implement your microservices Hear from a company that decided to ditch non-production environments—and discover whether this approach might work for you Recognize patterns for distributed systems, then use them to better understand and communicate distributed system design This Superstream is for you because... You're a senior-level developer who wants to make the move to architect. You're a practicing software architect who wants to hone your skills and learn new software architecture techniques and practices. You want to learn tips, techniques, and best practices for how to succeed with a microservices architecture. Prerequisites Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Fundamentals of Software Architecture (book) Read Building Microservices , second edition (book) Read Building Evolutionary Architectures (book) Read Building Event-Driven Microservices (book)
    Note: Online resource; Title from title screen (viewed May 19, 2021) , Mode of access: World Wide Web.
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  • 18
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 1 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on Kubernetes with Sam Newman and Chris O’Dell. They’ll discuss the tools you need to succeed with a microservices-style architecture, how to handle the challenges in deployment, and the trends that are impacting your organization’s deployment practices and culture. What you'll learn-and how you can apply it Explore the origins of microservices and why they’re needed Understand the challenges you may encounter implementing microservices See what’s coming next for infrastructure and ops This training course is for you because... You’re looking for ways to improve monitoring of your microservices to support your production goals. You want to become well versed in the foundations and best practices of pipeline creation and deployment. Prerequisites Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Building Microservices , second edition (book) Read Microservices: Up and Running (book) Read SRE with Java Microservices (book)
    Note: Online resource; Title from title screen (viewed June 2, 2021) , Mode of access: World Wide Web.
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  • 19
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 57 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation with Neal Ford and Mark Richards on software architecture, covering the fascinating aspects of the discipline, interesting convergence areas, and insights on how to approach the most challenging aspects of building and managing evolving architectural needs. This is your chance to ask Neal and Mark anything you want about architecture or their own career journeys. They’ll spend a few minutes covering the trends in data that are influencing architecture right now, then tell you what you need to know to stay ahead of the curve. What you'll learn-and how you can apply it Explore the intersection of software architecture and data What’s coming next with software architecture This training course is for you because... You want the chance to ask Neal Ford and Mark Richards your questions around the intersection of architecture and data. You’re currently looking for ways to deliver data to support your businesses goals. You want to become well-versed in the foundations and best practices of software architecture and data. Prerequisites: Come with your questions for Neal Ford and Mark Richards Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Fundamentals of Software Architecture (book) Take Architecture: The Hard Parts (live online training course with Mark Richards and Neal Ford)
    Note: Online resource; Title from title screen (viewed March 9, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 58 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on software architecture with Neal Ford and test.ai chief scientist Tariq King, covering the fascinating aspects of the discipline, interesting convergence areas, and insights on how to approach the most challenging aspects of building and managing evolving architectural needs. This is your chance to ask Neal and Tariq anything you want about architecture or their own career journeys. They’ll spend a few minutes covering the trends in artificial intelligence that are influencing architecture, then tell you what you need to know to stay ahead of the curve. What you'll learn-and how you can apply it Explore the uses of AI in your architecture What’s coming next with software architecture This training course is for you because... You want the chance to ask Neal Ford and Tariq King your questions around the synergy between architecture and AI. You want to better understand how AI will impact your business architecture. Prerequisites Come with your questions for Neal Ford and Tariq King Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Fundamentals of Software Architecture (book) Read Grokking Artificial Intelligence Algorithms (book) Read Building Event-Driven Microservices (book) Attend Software Architecture Superstream Series: Software Architecture Fundamentals (APAC) —March 18, 2021 Attend Architecture: The Hard Parts (live online training course with Mark Richards and Neal Ford) Attend Artificial Intelligence: AI for Business (live online training course with Alex Castrounis)
    Note: Online resource; Title from title screen (viewed March 9, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 57 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on GitOps with Sam Newman and Weaveworks founder Alexis Richardson. They’ll share what led to the need for GitOps, fascinating aspects of the discipline, and interesting convergence areas—along with insights that will help you approach the most challenging aspects of building and managing evolving architectural needs. This is your chance to ask Sam and Alexis anything you want about GitOps, Kubernetes, or their own career journeys. They’ll spend a few minutes covering the trends that are influencing infrastructure and operations, then tell you what you need to know to stay ahead of the curve. What you'll learn-and how you can apply it Explore the origins of GitOps and understand why it’s needed See what’s coming next for infrastructure and ops This training course is for you because... You want the chance to ask Sam Newman and Alexis Richardson your questions around working using GitOps. You’re looking for ways to use GitOps to support your production goals. You want to become well versed in the foundations and best practices of pipeline creation and deployment. Prerequisites: Come with your questions for Sam Newman and Alexis Richardson Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Building Microservices , second edition (book) Read Version Control with Git , second edition (book) Read Kubernetes: Up and Running , second edition (book) Watch “ GitOps 101 ” (conference session) Attend GitOps First Steps (live online training course with Ian Miell) Attend Git Next Steps (live online training course with Raju Gandhi)
    Note: Online resource; Title from title screen (viewed March 9, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 60 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Jaime Levy literally wrote the book on UX strategy. In this Meet the Expert, she highlights the latest features covered in the just-released second edition of UX Strategy as she takes you through UX and product strategy theory. Whether you're a UX designer, product manager, or entrepreneur, you’ll get a high-level overview of product strategy techniques—from simple to advanced—that you can put to work right away. Recorded on April 15, 2021. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed April 15, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 57 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: This edition of Meet the Expert is sponsored by New Relic Has observability killed monitoring? Today the rearview understanding that monitoring provides no longer suffices. You need to know how your systems are performing right now. In this Meet the Expert with seasoned IT/ops practitioners Josh Biggley and Destiny Bertucci, explore the state of performance monitoring today. They’ll share their insights along with new research data that exposes why monitoring is being replaced by full-estate observability. Join in to learn what's needed for complete observability—and see how to get started. Recorded on March 25, 2021. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed March 25, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 58 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Bitcoin. Cryptocurrencies. Digital dollars. They’re all built on the world-changing technology known as blockchain. But how do you build a blockchain? In this Meet the Expert with Sir John Hargrave and Evan Karnoupakis, learn best practices for building blockchain projects as you explore real-life case studies from leading blockchain organizations like Ethereum, Binance, Circle, and Cardano. Busy technology leaders, entrepreneurs, and students alike will discover how leading-edge organizations are building blockchain into their businesses—and how to use this knowledge to create your own blockchain success story. Recorded on March 23, 2021. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed March 23, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 0 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on Kubernetes with Sam Newman and Katie Gamanji, the ecosystem advocate for the CNCF. They’ll discuss how to manage some of the complexity in your Kubernetes cluster and share fascinating aspects of the discipline, interesting convergence areas, and insights intended to help you learn how to approach the most challenging aspects of building and managing evolving software needs. This is your chance to ask Sam and Katie anything you want about Kubernetes and their own career journeys. They’ll spend a few minutes covering the trends that are influencing infrastructure and operations, then tell you what you need to know to stay ahead of the curve. What you'll learn-and how you can apply it Understand why Kubernetes is needed Discover how to manage the complexity in your Kubernetes cluster See what’s coming next for infrastructure and ops This training course is for you because... You want the chance to ask Sam Newman and Katie Gamanji your questions around working using Kubernetes tools. You’re looking for ways to use Kubernetes to support your production goals. You want to become well-versed in the foundations and best practices of pipeline creation and deployment. Prerequisites Come with your questions for Sam Newman and Katie Gamanji Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up Read Kubernetes: Up and Running , second edition (book) Read Programming Kubernetes (book) Read Kubernetes Best Practices (book) Take Kubernetes in 3 Weeks: Parts I and II (live online training course with Jonathan Johnson) Take Building and Managing Kubernetes Applications (live online training course with Sébastien Goasguen)
    Note: Online resource; Title from title screen (viewed April 14, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 16 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: While cloud isn’t a new technology, the move to the cloud has accelerated...and has become increasingly complex. Ops engineers need to build new skills and knowledge: What are the pain points of moving to the cloud, and how do security and safety change? And how do you give power to developers while still ensuring secure and reliable deployments? Join us for a Superstream on the cloud, with sessions covering everything from strategy to security and automation. About the Infrastructure & Ops Superstream Series: This five-part series of half-day online events details what you need to know to effectively manage existing legacy systems while migrating to modern, scalable, cost-effective infrastructures—with no interruption to your business. Each event day covers some of the most challenging and promising topics facing those working in infrastructure and operations today: continuous integration and delivery, cloud delivery, Kubernetes, microservices, and security. What you'll learn-and how you can apply it Understand how data works in the cloud See what tools work best for cloud native CI/CD Learn configuration management strategies to increase system robustness Discover strategies to help ensure a successful cloud native transformation Explore secret change management techniques and tools This Superstream is for you because... You’re a developer looking to better understand the skills needed to work on infrastructure in the cloud. You want to better understand cloud providers and security options. You work in a cloud native environment and want to understand how CI/CD tools work best with this extra complexity. You want to learn more about testing and automation in the cloud. Prerequisites Come with your questions Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Practical Process Automation (book) Read Cultivating Cloud Outcomes (early release book) Read 97 Things Every Cloud Engineer Should Know (book) Read " Patterns for Development and Process " (chapter 9 in Cloud Native Transformation )
    Note: Online resource; Title from title screen (viewed April 7, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on sustainability with Sam Newman and longtime technologist Anne Currie. They’ll discuss cloud providers and the environmental impact of software, how an individual developer’s choices can impact sustainability, and the trends that are impacting organizations’ deployment practices and culture. What you’ll learn and how you can apply it Explore the origins of, need for, and challenges around sustainability See what’s coming next for infrastructure and ops This course is for you because… You have questions about limiting the environmental impact of your technology choices. You’re looking for ways to improve your cloud environment to support your production goals. You want to become well-versed in the foundations and best practices of pipeline creation and deployment. Recommended follow-up: Read Design Patterns for Cloud Native Applications (book) Read Cloud Native Transformation (book) Read 97 Things Every Cloud Engineer Should Know (book)
    Note: Online resource; Title from title screen (viewed July 7, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 2 hr., 50 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Java’s been around for over a quarter of a century now, but it remains dominant in the world of programming due to its portability, speed, and security. Yet with today’s increased reliance on cloud computing and distributed systems, the language must keep changing to keep pace. In this Superstream event, Java Champions and other experts offer perspectives on topics from concurrency to functional programming, giving insight into how Java is keeping up with the cloud and beyond.
    Note: Online resource; Title from title screen (viewed July 29, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 4 hr., 19 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Storing, processing, and moving data in the cloud efficiently and cost-effectively is a must for working with today’s enormous datasets. Data lakes answered the problem of silos found in many data warehouses. But as the pendulum swings back, there's a growing need for an additional solution that combines the strengths of both models, a need that’s led to the emergence of the data lakehouse. But with the number of data storage systems available, it can be hard to figure out which option is right for you. In this event, you'll gain insights on how to increase the scalability, speed, and availability of your data, along with best practices for utilizing your data warehouse, data lake, or data lakehouse. Join in to learn how to make the right decisions for your particular use case. What you’ll learn and how you can apply it Get an overview of the latest technologies for storing and managing your data Learn how to build a performant and scalable data lake Explore design considerations to make your data warehouse robust and reliable Discover the full management, storage, and analytics capabilities of a data lakehouse Understand how to apply data observability principles for your data lake This course is for you because… You need to know the latest trends in storing, processing, and managing data. You want to improve the scalability, speed, and availability of your data. You work with a variety of data sources that need to be pulled together and analyzed. You want to better understand the systems that you already use and learn how to take full advantage of their capabilities. Recommended follow-up: Read Automating the Modern Data Warehouse (report) Read The Enterprise Big Data Lake (book) Read What Is a Data Lake? (report)
    Note: Online resource; Title from title screen (viewed August 10, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation with Neal Ford and his guest, Birgitta Boeckler, where they talk about Architectural Governance and how governance is a key part of a successful architect’s job. Governance defines the technical rules and standards within an organization about every aspect of technology, particularly software development. Learn how to define and enforce governance rules. What You Will Learn: What’s coming next with Software Architecture Recommended follow up Read Fundamentals of Software Architecture (book) View Software Architecture Fundamentals Beyond the Basics (video) Attend Software Architecture Superstream Series: Software Architecture Fundamentals 2021 Attend Architecture: The Hard Parts (live online training) Attend Automating Architectural Governance: Agile Engineering in Architecture (live online training)
    Note: Online resource; Title from title screen (viewed August 5, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on incremental architecture with Neal Ford and software architect and Agile-transformation pro Allen Holub. They’ll explain why you should create an architecture incrementally as you work so that you can easily modify that architecture as new requirements emerge—and discuss how to do so. (The solution is to build around a domain-focused metaphor that allows for incremental changes while maintaining coherence throughout.) Neal and Allen will spend a few minutes covering the fundamentals of incremental architecture, then tell you what you need to know to stay ahead of the curve. What you’ll learn and how you can apply it Learn the benefits of incremental architecture Understand how to create your architecture incrementally See what’s coming next with software architecture This recording of a live event is for you because… You’re looking for ways to build an architecture that can evolve with the changing needs of your business. Recommended follow-up: Read Fundamentals of Software Architecture (book) Read Building Evolutionary Architectures (book) Read RESTful Web Microservices Cookbook (book) Explore Software Architecture Fundamentals Beyond the Basics (video course) Attend Software Architecture Superstream: Software Architecture Fundamentals—Comparing Architectural Styles (September 15) Take Architecture: The Hard Parts (live online training course with Mark Richards and Neal Ford)
    Note: Online resource; Title from title screen (viewed September 2, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for this edition of Meet the Expert with Apache Arrow cocreator Wes McKinney to learn considerations and best practices for distributed Python at scale—in a cost-effective way. You’ll explore some of the computational systems challenges that go hand in hand with doing scalable distributed computing in Python and discover how working to improve data processing performance and efficiency in data science tools led Wes to help build the Apache Arrow project. What you’ll learn and how you can apply it Understand common challenges in distributed computing Explore tools and practices for improving data processing performance and efficiency Discover cost-effective considerations for data processing at scale This course is for you because… You want to learn about the fundamental shifts that are transforming the business landscape and customer needs. You want to overcome challenges that arise when working with large amounts of data. You want to discover new open source technologies and learn how to integrate them. Recommended follow-up: Read Python for Data Analysis , third edition (book)
    Note: Online resource; Title from title screen (viewed August 5, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 60 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: If AI is going to be part of everyday life for businesses and citizens alike, it needs to be accessible. So how should organizations move toward AI maturity? And what steps can businesses take to democratize AI while meeting the challenges they’ll encounter along the way? In this Meet the Expert, AI and business intelligence leader Jen Stirrup walks you through a number of different challenges and considerations for the democratization of AI for business—along with approaches for overcoming them. Find out what AI means for the industry, for people’s careers, and for their training opportunities as you explore aspects of AI that you may not have considered yet. Recorded on August 24, 2021. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed August 24, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 5 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: AI is poised to enter into our daily lives on a much bigger scale than ever before, touching everything from education to medicine to entertainment. While the advent of this technology may liberate us from routine work, it will also challenge the current principles of our economic and social order and bring new risks in the form of autonomous weapons and smart technology that inherits human bias. In this edition of Meet the Expert with Kai-Fu Lee—celebrated AI pioneer, former president of Google China, and best-selling author of AI Superpowers—joins in conversation with Tim O’Reilly. They explore predictions from Dr. Lee’s new book, AI 2041: Ten Visions for Our Future, written with science fiction author Chen Qiufan, and discuss how current AI technologies, such as deep learning, computer vision, robotics, autonomous driving, and natural language processing, can give insight to future advances and challenges that will have far reaching impacts across the globe. Recorded on September 9, 2021. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed September 9, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 58 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on multicloud with Sam Newman and software architecture pro Gregor Hohpe. They’ll chat about the benefits and challenges of multicloud architecture within the context of thinking more critically about lock-in and vendor selection. They’ll also dive into the potential challenges of hybrid/multicloud solutions, including latency, the cost of avoiding lock-in, and the difference between building a hybrid app and having a multicloud strategy. Sam and Gregor will spend a few minutes covering the trends that are influencing infrastructure, then tell you what you need to know to stay ahead of the curve. What you’ll learn and how you can apply it Explore the origins of, need for, and challenges around cloud solutions and strategy See what’s coming next for infrastructure and ops This live event is for you because… You want the chance to ask Sam Newman and Gregor Hohpe your questions around cloud strategy. You’re looking to improve your systems and mitigate weaknesses. You want to become well-versed in the foundations and best practices of working in the cloud and on-premises. Recommended follow-up: Read Cloud Native (book) Read Hybrid and Multicloud Management (report) Read The Software Architect Elevator (book) or listen to the audio book
    Note: Online resource; Title from title screen (viewed September 1, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 29 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: With an eye to the future, many organizations have made the move to microservices as a means of decomposing monolithic legacy systems. But what does this move mean for delivering data? Join us to discover how understanding the intersection of software architecture and data can help you achieve new levels of velocity, agility, reliability, and efficiency. If you’re looking for ways to manage data as a software architect or developer, these sessions will help you learn what’s involved so you can chart a course toward a successful solution. About the Software Architecture Superstream Series: This six-part series of half-day online events focuses on the hottest topics in software architecture, giving you the insights to keep pace with what’s next while still accommodating legacy needs. Both seasoned software architects and those looking to break into the field will learn new skills and the latest information on the tools and technologies they need to succeed. What you'll learn-and how you can apply it Explore the intersection of software architecture and data Understand how and when to decompose monolithic data Learn how to apply evolutionary practices to databases and how to apply database refactoring patterns to evolve the database design See what’s coming next with data mesh, the next-generation analytical data platform This Superstream is for you because... You’re a developer or architect who wants to understand the intersection of architecture and data. You’re currently looking for ways to deliver data to support your businesses goals. You want to become well-versed in the foundations and best practices of software architecture and data. Prerequisites: Come with your questions Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Fundamentals of Software Architecture (book) Read Building Microservices , second edition (book) Read Building Evolutionary Architectures (book) Read Building Event-Driven Microservices (book) Take Software Architecture by Example (live online training course with Mark Richards and Neal Ford) Take Architecture: The Hard Parts (live online training course with Mark Richards and Neal Ford) Take Microservice Fundamentals (live online training course with Sam Newman)
    Note: Online resource; Title from title screen (viewed January 25, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 2 hr., 24 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Python is the most popular language for data science and machine and deep learning, and it’s become a favorite among web developers due to its versatility, vast library ecosystem, and high-performance applications. Python's many new features will ensure it remains the language of choice for these robust communities, even as we approach its 30-year anniversary. Join members of the Python community as they share expert perspectives on topics ranging from machine learning to microservices. Discover how to implement Python’s newest features to optimize performance and take your Python code to the next level. About the OSCON Superstream Series: Each day in the four-part OSCON Superstream Series covers a different programming language and its ecosystem, with unique sessions including keynotes from language luminaries, debates on controversial topics, and hands-on coding talks. And they’re packed with insights from innovators and the latest tools and technologies to help you stay ahead of it all. What you'll learn-and how you can apply it Explore Python’s newest features Understand how Python can be applied in machine learning Learn how to use gRPC with polyglot technologies including Python Implement Python’s newest features to optimize performance This Superstream is for you because... You’re a Python developer looking to improve your skills and awareness of new practices and technologies. You’re a developer in another programming language and are curious about how Python can improve the performance of your applications. You’re an experienced developer who wants to learn new tools and techniques from expert programmers and software developers. Prerequisites: ,/p〉 Come with your questions Have a pen and paper handy to capture notes, insights, and inspiration
    Note: Online resource; Title from title screen (viewed February 3, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 42 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Big data has been with us now for over 10 years, and in that time the tools and techniques have evolved. If youâ??re new to working with data or looking to understand the latest and greatest, these sessions are the perfect way to become part of the conversation. Youâ??ll learn how AI and the cloud have impacted how we grapple with ever-growing datasets and get better insight and products. About the Strata Data Superstream Series: This four-part series of half-day online events gives attendees an overarching perspective of key topics that will help your organization maximize the business impact of your data. What you'll learn-and how you can apply it Understand the problems the modern data stack helps solve today and get a glimpse of where weâ??re headed Get an overview of AI and machine learning and see how they can improve your data science work Learn how to present your data clearly and articulately This Superstream is for you because... You want to learn how data science works and understand its impacts, whether youâ??re swimming in data or just dipping in a toe. You need to know the trends in data workflows, techniques, and tools. Youâ??re interested in learning the role AI can play in your data analysis and want to find out where to start. You want to learn how to best present your data to outside stakeholders. Prerequisites: Come with your questions Have a pen and paper handy to capture notes, insights, and inspiration Recommend follow-up: Read Data Science from Scratch (book) Read Fundamentals of Data Visualization (book) Read Introduction to Machine Learning with Python (book)
    Note: Online resource; Title from title screen (viewed February 11, 2021) , Mode of access: World Wide Web.
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    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 57 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: The serverless value proposition in AWS is huge. Join expert Vadym Kazulkin as he examines the total cost of ownership in serverless applications and explores the visible and invisible benefits of the serverless paradigm, including no infrastructure operation, auto scaling and fault-tolerance built-in, focus on business value and innovation, and faster time to market - to name a few. In this Meet the Expert, Vadym will also walk you through a decision-making list, which will help determine whether or not to choose the serverless paradigm for your projects. In doing so, he will look at the visible aspects, such as cost, understanding application lifecycle, software architecture, cost at scale, platform limitations, organizational knowledge, and plattform and tooling maturity. Vadym will also discuss current challenges adopting serverless in AWS, such as lack of high latency ephemeral storage, insufficient network performance, and missing important security features. Join us for this edition of Meet the Expert with Vadym Kazulkin to learn how to decide whether to use serverless in AWS for your next project. O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions. What you’ll learn and how you can apply it By the end of this live show, you’ll better understand: The total cost of ownership of the serverless paradigm How to decide whether to use serverless in AWS for your next project The current shortcomings of serverless on AWS The trade offs you make when deciding to use serverless Prerequisites: Come with your questions for Vadym Kazulkin Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Serverless: First Steps (EPL) Moving to Serverless with AWS Lambda (Learning Path) Learn AWS Serverless Computing
    Note: Online resource; Title from title screen (viewed February 16, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 57 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Serverless is a relatively nascent concept. Adoption is on the rise, but the promise of serverless remains elusive—as does a wide understanding of the different approaches to implementation. Although the benefits of serverless are clear, the question remains on where this new technology fits into your workflows and business processes. Join us for this edition of Meet the Expert with Patrick Hamann, software engineer, and Andrew Betts, head of developer relations at Fastly, to learn about the benefits of serverless computing. Patrick and Andrew will dive into the promises of and approaches to serverless, how to get started building edge native applications, and real-world examples of companies taking advantage of this technology. O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions. What you’ll learn and how you can apply it By the end of this live show, you’ll better understand: The promise of serverless Approaches to serverless computing (where is it done best?) Serverless use cases How you can start thinking about taking your first steps towards integrating this technology into your business This event is for you because… You want to learn about the fundamental shifts that are transforming the business landscape and customer needs. You want better visibility into emerging serverless technology and the ways it can be used. You want to drive your business digital transformation Prerequisites: Come with your questions for Tyler Have a pen and paper handy to capture notes, insights, and inspiration
    Note: Online resource; Title from title screen (viewed March 2, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 56 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Ever had your CEO look at a report and say the numbers look way off? Has a customer ever called out incorrect data in one of your product dashboards? If this sounds familiar, data reliability should be the cornerstone of your data strategy. In this talk, Barr Moses will introduce the concept of “data downtime” — periods of time when data is partial, erroneous, missing or otherwise inaccurate. Data downtime is highly costly for organizations, yet is often addressed ad hoc. The solution? Data observability, an approach to tackling data downtime that leverages core principles of software engineering. We’ll discuss why data downtime matters to the data industry and share data observability tactics best-in-class organizations use to address it. Join us for this edition of Meet the Expert with Barr Moses to learn how to address data downtime and make observability a pillar of your data strategy. O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed March 1, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 55 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on software architecture with Neal Ford and security pro Aaron Bedra, covering the fascinating aspects of the discipline, interesting convergence areas, and insights on how to approach the most challenging aspects of building and managing evolving architectural needs. This is your chance to ask Neal and Aaron anything you want about architecture or their own career journeys. They’ll spend a few minutes covering the trends in security that are influencing architecture, then tell you what you need to know to stay ahead of the curve. What you'll learn-and how you can apply it Understand how to build a culture of security compliance See what’s coming next with software architecture This training course is for you because... You want the chance to ask Neal Ford and Aaron Bedra your questions around long-term cybersecurity and your architecture. You’re looking for ways to improve security to support your businesses goals. You want to learn about a holistic approach to security. Prerequisites Come with your questions for Neal Ford and Aaron Bedra Have a pen and paper handy to capture notes, insights, and inspiration Recommended follow-up: Read Fundamentals of Software Architecture (book) Read Building Microservices , second edition (book) Read Container Security (book) Read Practical Cloud Security (book) Attend the Software Architecture Superstream: Mastering Your Microservices Stack (May 19) Attend Architecture: The Hard Parts (live online training course with Mark Richards and Neal Ford) Watch Software Architecture Superstream Series: Domain-Driven Design and Event-Driven Microservices (recorded Superstream event, 3h 29m)
    Note: Online resource; Title from title screen (viewed April 1, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Machine learning operations, or MLOps, is a set of processes that can help today’s organizations get value from data science by reducing friction throughout pipelines and workflows. However, implementing MLOps is easier said than done because it touches so many teams, people, and processes across the organization — it’s larger than just model monitoring in production. Through his experience working with global organizations on governance and MLOps topics, Mark will outline the key components of a robust (and successful) MLOps strategy. O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions. This event is for you because… You want to design MLOps systems that minimize risks across the organization. You want to get more value out of data science by implementing MLOps processes. Prerequisites: Come with your questions for Mark Treveil Have a pen and paper handy to capture notes, insights, and inspiration
    Note: Online resource; Title from title screen (viewed April 8, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 48 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: In 2020, Mark Zuckerberg famously declared that "the future is private," reflecting Facebook's commitment to doing privacy right. It’s a formidable challenge for a company with a codebase containing more than 100 million lines of code, to which engineers make thousands of changes per day. It can only be tackled by the entire company working together. While Facebook has more to do, it’s already made significant progress on privacy improvements across the company in terms of processes, products, and engineering teams. In this Meet the Expert with Facebook software engineer Alex Gorelik, learn how Facebook is implementing best-in-class privacy at scale without slowing down development. You’ll explore best practices for making data privacy everyone's responsibility, learn how to build processes, technical tools, and frameworks that support privacy work, and hear lessons learned while implementing privacy for billions of users. Recorded on March 11, 2021. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed March 11, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 58 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: It seems like everyone is selling “observability” these days. And companies are buying! But for many software organizations, the cost of observability is growing much more quickly than the benefits it delivers. In this Meet the Expert, Ben Sigelman draws on his experiences building out the core observability functions at Google, cocreating and shepherding both OpenTelemetry and OpenTracing. Working in the field as Lightstep’s founder and CEO, Ben examines why the current ROI for observability is lacking. You’ll learn the critical distinction between observability and telemetry, explore the fundamental cost structures underlying each, and discover how to reframe observability to make some of the most powerful and transformative benefits accessible to the entire organization—not just the experts. Recorded on May 25, 2021. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed May 25, 2021) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 3 hr., 20 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: The path to implementing Kubernetes to build and deploy applications isn’t always evident. After all, different orgs have different needs. Get some clarity and learn how to make the most of all that Kubernetes offers—from what to expect in your first few weeks to detailed war stories from the front lines to extending Kubernetes’s functionality with operators and more.
    Note: Online resource; Title from title screen (viewed May 26, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 8 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local ; Electronic videos
    Abstract: Welcome to O’Reilly online learning—and on-demand access to a world of answers. Check out these quick videos to learn about the features and unique content you should explore first
    Note: Online resource; Title from title screen (viewed May 8, 2021) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
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    Abstract: Join us for a special conversation with Neal Ford and his guest, Vanya Seth, where they will talk about their experience of building enterprise event driven systems and elaborate on the fallacies of building and adopting such systems. Learn how they have successfully moved large enterprise systems to distributed architecture styles and what hurdles they faced along the way. What You Will Learn: What’s coming next with Software Architecture This event is for you if… You want the chance to ask Neal Ford and Vanya Seth your questions about working with Distributed Systems You are currently looking for how to move your current architecture to a distributed architecture and want to learn more about the challenges and advantages Recommended follow up Read Fundamentals of Software Architecture (book) Read Concurrency and Scalability for Distributed Systems (early release book) Read Designing Distributed Systems (book) View Software Architecture Fundamentals Beyond the Basics (video) Attend Software Architecture Superstream Series: Software Architecture Fundamentals 2021 Attend Architecture: The Hard Parts (live online training)
    Note: Online resource; Title from title screen (viewed July 8, 2021) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 58 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for a special conversation on architectural decision-making with Neal Ford and software development pro Michael Nygard. They’ll introduce key concepts including architectural decisions (ADs), architecturally significant requirements (ASRs), and architectural decision records (ADRs) and explain how they’re all a part of architectural knowledge management (AKM). Take an hour to discover how keeping a record of significant decisions will help everyone who interacts with your architecture. What you’ll learn and how you can apply it Understand the benefits of keeping a record of significant architecture decisions Learn how to employ architectural knowledge management techniques See what’s coming next with software architecture This course is for you because… You have questions about documenting architecture decisions. You want to understand how architectural decision records will impact your business architecture. Recommended follow-up: Read Fundamentals of Software Architecture (book) Explore Software Architecture Fundamentals Beyond the Basics (video course) Attend Software Architecture Superstream Series: Soft Skills Are the Hardest Part (July 14) Take Architecture: The Hard Parts (live online training course with Mark Richards and Neal Ford)
    Note: Online resource; Title from title screen (viewed June 16, 2021) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 3 hr., 19 min.)
    Edition: 1st edition
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    Abstract: The main reason to pick a microservice architecture is the ability to change things independently. It means getting fixes and updates to software live more quickly, but it can also help improve your organizational autonomy. In these sessions you’ll learn how microservices allow you to own more of the lifecycle of your software, create more products, and get them out faster.
    Note: Online resource; Title from title screen (viewed July 28, 2021) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 11 hr., 5 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local ; Audiobooks ; local
    Abstract: As the digital economy changes the rules of the game for enterprises, the role of software and IT architects is also transforming. Rather than focus on technical decisions alone, architects and senior technologists need to combine organizational and technical knowledge to effect change in their company's structure and processes. To accomplish that, they need to connect the IT engine room to the penthouse, where the business strategy is defined. In this guide, author Gregor Hohpe shares real-world advice and hard-learned lessons from actual IT transformations. His anecdotes help architects, senior developers, and other IT professionals prepare for a more complex but rewarding role in the enterprise. This book is ideal for: Software architects and senior developers looking to shape the company's technology direction or assist in an organizational transformation Enterprise architects and senior technologists searching for practical advice on how to navigate technical and organizational topics CTOs and senior technical architects who are devising an IT strategy that impacts the way the organization works IT managers who want to learn what's worked and what hasn't in large-scale transformation
    Note: Online resource; Title from title screen (viewed August 25, 2020) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 30 min.)
    Edition: 1st edition
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    Abstract: In much the same way that the open source paradigm of software development has become a standard model for building applications using code that's generated and evolved by developers from around the globe, InnerSource development is rapidly becoming the preferred methodology for building software products intended for use only within an organization. InnerSource applies the same principles that have made open source so successful, like code reuse and unleashing the combined talent and expertise of many developers to help build higher-quality solutions faster and more flexibly. Within the InnerSource framework, the Contributor role is one of the most central roles-to put it succinctly, without Contributors, there wouldn't be anything to receive or discuss. In this video course, you learn that there's far more to being a Contributor than simply dumping code in a branch or issue. You'll explore what it takes to become a Contributor in an InnerSource community, including adopting the mindset, habits, technical approaches, and other details of this role. You'll learn about the mechanics of being a Contributor-the nuts and bolts of developing solutions in this unique environment. You'll also examine the Contributor ethos, including the guest-in-home analogy, the indispensable set of principles to which a Contributor needs to adhere to successfully interact in an InnerSource development environment and contribute to the host teams work, foster good relationships, and be a happy InnerSource Contributor. What you'll learn-and how you can apply it What an InnerSource Contributor is and why the role is important How to become an InnerSource Contributor and adopt the mindsets and habits that lead to becoming one Understand the Contributor ethos and mindset of an InnerSource Contributor The mechanics and technical aspects of contribution to ensure success The benefits of being a Contributor: what's in it for me (the guest), the receiving team (the host), and our company? This video is for you because... You're a possible future Contributor to an InnerSource project and want to know what to expect You're a host team member looking to open your environment to outside contributors via InnerSourcing and you want to know what the expectations and benefits are of the Contributor role You're a product owner looking to support your TC or a (line) manager and want to know how the InnerSource approach is meant to work Prerequisites: We recommend that you first watch t...
    Note: Online resource; Title from title screen (viewed February 28, 2020) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 1 hr., 1 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Blockchain is revolutionizing the world by removing middlemen and putting individuals, groups and things in direct contact. Global and trustless, blockchain forms the internet of value, compared to today's internet of data. Key properties of blockchain, like immutability, transparency, and decentralization, can solve the problem of digital identities, which can serve as a base for intellectual property. In this Spotlight on Innovation , find out how blockchain technology can facilitate different types of intellectual property-and transform your business. Artist and blockchain engineer Saga Arvidsdotter explains what blockchain is and discusses the important and varied perspectives you should be familiar with when designing blockchain technology, including philosophy, finance, game theory, and writing code like law. Recorded on October 9, 2019. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Spotlight explores emerging business and technology topics and ideas through a series of one-hour interactive events. In live conversations, participants share their questions and ideas while hearing the experts' unique perspectives, insights, fears, and predictions for the future. In every edition of Spotlight on Innovation , you'll discover what successful companies have in common and how you can follow their lead with small practical steps to transform your organization and prepare for the Next Economy.
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    Edition: 1st edition
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    Abstract: The more data we collect, the more concerned we are (or should be) about what data is appropriate and how-or if-it should be analyzed. There are many ethical, privacy, and legal issues to consider, and no clear standards exist as to what's fair and what's foul. This means that in order to implement the right policies, organizations must devise their own principles and tolerance for risk. In this Spotlight on Data , learn about the range of ethical, privacy, and legal issues that surround analytics today. Bill Franks will frame the big questions every successful business must consider while outlining some of the trade-offs and ambiguities they need to address to answer them. Recorded on November 13, 2019. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Spotlight explores emerging business and technology topics and ideas through a series of one-hour interactive events. In live conversations, participants share their questions and ideas while hearing the experts' unique perspectives, insights, fears, and predictions for the future. In every edition of Spotlight on Data , you'll learn about, discuss, and debate the tools, techniques, questions, and quandaries in the world of data. You'll discover how successful companies leverage data effectively and how you can follow their lead to transform your organization and prepare for the Next Economy.
    Note: Online resource; Title from title screen (viewed February 12, 2020) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 1 hr., 2 min.)
    Edition: 1st edition
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    Abstract: Approach your product launches more strategically. David Huska and Stephen Thorne-senior engineers from Google's customer reliability engineering team-share best practices for successfully and reliably deploying new products, services, and features.In this Spotlight on Cloud, find out about choosing technology and feature sets for upcoming launches; integrating reliability practices into product development, failure domains, and graceful degradation for publicly visible features; and recovering quickly when services fail unexpectedly. Recorded on November 26, 2019. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Spotlight explores emerging business and technology topics and ideas through a series of one-hour interactive events. In live conversations, participants share their questions and ideas while hearing the experts' unique perspectives, insights, fears, and predictions for the future. In every edition of Spotlight on Cloud , you'll learn about the complex, ever-evolving world of the cloud. You'll discover how successful companies have adopted and embraced this massive network of shared information and how you can follow their lead to transform your organization and prepare for the Next Economy.
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    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
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    Abstract: Why does Bitcoin matter? More than just "nerd money," Bitcoin is changing the world monetary order in countless ways-and that's a good thing. For instance, Bitcoin is a godsend for people in many distressed places around the world; it allows them mobility, access, and property rights where there might be none. In this Meet the Expert with Jimmy Song, learn why Bitcoin is-and will continue to be-a major force for good all over the world. You'll discover the many ways in which Bitcoin is already changing the world and understand how it will do so in the coming years. Recorded on June 1, 2020. See the original event page for resources for further learning or watch recordings of past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
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    Pages: 1 online resource (1 video file, approximately 3 min.)
    Edition: 1st edition
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    Abstract: In this brief introduction to Kip Harkness and Tim O'Reilly's Expert Playlist , Tim explains why they selected these pieces to describe how the city of San Jose developed and implemented an agile action plan for responding to the COVID-19 crisis.
    Note: Online resource; Title from title screen (viewed May 22, 2020) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 1 hr., 0 min.)
    Edition: 1st edition
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    Abstract: In late 2017, Slack's largest customers were plagued with relentless performance-related outages, due in part to the fact that public channels, private channels, and DMs were stored in completely distinct ways. Instead of shipping scrappy, short-term fixes, the company opted to address the root problem and completely refactor problematic functionality by consolidating any redundant database schemas. In this Spotlight on Data , Maude Lemaire explains how Slack succeeded by mapping out a precise plan that was careful to scope the effort to only its necessary components. Join in to learn real-world, successful techniques for modernizing your infrastructure from the ground up-live and in production. Recorded on November 18, 2019. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Spotlight explores emerging business and technology topics and ideas through a series of one-hour interactive events. In live conversations, participants share their questions and ideas while hearing the experts' unique perspectives, insights, fears, and predictions for the future. In every edition of Spotlight on Data , you'll learn about, discuss, and debate the tools, techniques, questions, and quandaries in the world of data. You'll discover how successful companies leverage data effectively and how you can follow their lead to transform your organization and prepare for the Next Economy.
    Note: Online resource; Title from title screen (viewed February 12, 2020) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 60 min.)
    Edition: 1st edition
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    Abstract: Cyberattacks and breaches are at an all-time high, and the threat of cybersecurity litigation is rising dramatically. But many organizations are still inadequately prepared. The future of technology will depend upon erecting meaningful protections and reducing risk for your users in order to maximize your products' social and economic value. However, for this to happen, a number of key issues must be addressed. In this Spotlight on Cloud , expert Bill Mew discusses four systemic cybersecurity and privacy issues, and addresses how to prepare for a worst-case scenario. Recorded on October 3, 2019. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Spotlight explores emerging business and technology topics and ideas through a series of one-hour interactive events. In live conversations, participants share their questions and ideas while hearing the experts' unique perspectives, insights, fears, and predictions for the future. In every edition of Spotlight on Cloud , you'll learn about the complex, ever-evolving world of the cloud. You'll discover how successful companies have adopted and embraced this massive network of shared information and how you can follow their lead to transform your organization and prepare for the Next Economy.
    Note: Online resource; Title from title screen (viewed February 28, 2020) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
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    Abstract: For too long, finance has been driven by established theories that lack wide empirical support. But finance is fast becoming a data-driven, AI-first discipline. In this Meet the Expert with Yves Hilpisch, see how AI-first finance is reshaping the industry, particularly through model-free algorithms such as neural networks. AI and machine learning will soon replace financial theory as we know it-learn why and how it will happen. Recorded on May 20, 2020. See the original event page for resources for further learning or watch recordings of past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 0 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: The future will not be like the past. We're at an inflection point where the decisions our societies make now can have an enormous impact on the course of the next few decades. Those of us in business have difficult choices to make. And those choices have to be made with wildly uncertain futures in mind. We can no longer base our strategies on the old baselines of predictable consumer demand, globalization, office life and business travel, and access to talent, credit, or venture funding. In this edition of Meet the Expert, Tim O'Reilly discusses what skills will be needed to plan for the new world and how scenario planning will help you develop a robust strategy that will hold up well against a range of possible outcomes. Learn how to better prepare for a post-COVID future as you explore the technologies that will be most important in the 21st century. Recorded on June 15, 2020. See the original event page for resources for further learning or watch recordings of past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed June 18, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 58 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Join us for this special conversation between Tim O'Reilly, founder and CEO of O'Reilly Media, and David Heinemeier Hansson, creator of Ruby on Rails and cofounder and CTO at Basecamp. They cover some of the key themes from three of David's best-selling books-It Doesn't Have to Be Crazy at Work, REWORK, and REMOTE: Office Not Required-as they examine how remote work can lead to more innovation and personal satisfaction and discuss how to run a calm company by forgoing the lure of excessive growth and making your time count for more. Recorded on April 8, 2020. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed April 21, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Scott Anthony is quarantined in an apartment in Singapore. Luckily, the sovereign city-state and country's "future-back" approach has it well-positioned to manage this unprecedented global health crisis. Join Scott to find out what you-and the rest of the world-can learn from Singapore in these uncertain times. Recorded on April 6, 2020. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed April 21, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 2 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: In 2018, with interest in artificial intelligence reaching a fever pitch, O'Reilly created a survey to ask about AI adoption. Results showed that the AI space was in a state of rapid change, so we eagerly commissioned a follow-up survey in 2019. Based on more than 1,300 responses, the update sheds light on what AI adoption looks like in the enterprise right now, covering everything from the popularity of specific techniques and tools to the challenges experienced by adopters and more. (Hint: Deployments are shifting from prototype to production.) O'Reilly Expert, Roger Magoulas, uses data from your peers to highlight some of the challenges and triumphs of AI adoption. Recorded on March 26, 2020. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed April 21, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 60 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: For the last several years, diversity, equity, and inclusion (DEI) has dominated tech headlines. Companies are beginning to understand that DEI is a vital part of a healthy and successful company. But in the wake of COVID-19, how will this work shift? Will companies stay committed to DEI? And how can we leverage the best practices of inclusion to create sustainable businesses in this challenging time? In this Meet the Expert session, Nicole Sanchez-founder and managing partner of tech's leading DEI firm, Vaya Consulting-talks about where DEI is going next and how companies can move beyond rhetoric and into action. Recorded on June 17, 2020. See the original event page for resources for further learning or watch recordings of past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed June 18, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Did you think moving to the cloud would be easy? You're not alone. Countless CTOs admit now that they had no idea how hard it would be and that they would make many mistakes along the way. What these leaders missed is that cloud excellence is as much cultural as it is technical. In this Meet the Expert, Lee Atchison outlines how to create a culture of cloud excellence. Lee will show you how to instill the cultural changes necessary to transform your organization into a true cloud organization, with lessons drawn from the hard-fought wisdom of CTOs around the world. Recorded on April 15, 2020. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed April 23, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 5 hr., 40 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local ; Audiobooks ; local
    Abstract: Many people think leadership is a higher calling that resides exclusively with managers who practice or follow big compelling leadership philosophies. But what's most important for leadership is principled consistency, because small things done well time and again without fail build trust and respect within a team. Using stories from his time at Netflix, Apple, and Slack, Michael Lopp presents a series of practices to help you build leadership skills. You'll learn how to create teams that are highly productive, highly respected, and highly trusted. Lopp has been speaking and writing about this topic for over a decade. He maintains a Slack channel with nearly 12000 members. In this practical audio book, Lopp illustrates the leadership skills he learned from exceptional leaders at three dynamic companies: Act I: As a manager under James Barksdale at Netflix Act II: As a senior manager/director under Steve Jobs at Apple Act III: As an executive with Stewart Butterfield at Slack
    Note: Online resource; Title from title screen (viewed June 26, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 57 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: The city of San Jose, located in the heart of Santa Clara County, is one of the areas of California hardest hit by the COVID-19 epidemic. In mid-March 2020, Kip Harkness, San Jose's deputy city manager, led the effort to get the city's leadership team all on the same page about its COVID-19 emergency action plan. In this Meet the Expert session, Kip talks with Tim O'Reilly about the process San Jose used to build its road map to realign its priorities around response to the emergency. See how San Jose used Agile methods such as Weighted Shortest Job First prioritization to develop its disaster response procedures and learn how the resulting road map was translated into one week sprints, complete with a Kanban board. Recorded on April 29, 2020. See the original event page for resources for further learning or watch recordings of past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed April 30, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 57 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: We've all seen the headlines: "States Overwhelmed by Previously Unimaginable Layoff Numbers"; "Here's What Is in the 'Families First' Coronavirus Aid Package"; "Local Governments Struggle to Obey Their Own Social Distancing Mandates." It's a perfect storm for government: unprecedented demand and urgent new programs to respond to the disaster at the same time as many government employees used to working face-to-face must suddenly work from home. Add to that a flood of stimulus money now, followed by a later drought as tax revenues are gutted by the economic shutdown, and two things are clear: people depend on government more than ever, and for government workers, getting better at providing digital services is no longer "nice to have" but "must have." In this Meet the Expert, Tim O'Reilly talks with Jennifer Pahlka, founder of Code for America, former deputy chief technology officer of the United States, and now cofounder of United States Digital Response, a new nonprofit connecting technology volunteers with governments that need their help. They discuss the new challenges governments face-and the resources that are available to meet them-and share case studies of how governments are fulfilling their mission in the present crisis. Recorded on April 21, 2020. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed April 28, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 53 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: AI is a kind of software-intensive system that reasons and learns. As such, while AI is still just software, it differs from traditional systems in ways both subtle and material. In this Meet the Expert with Grady Booch, learn how architecting an AI system is different and how introducing AI components to non-AI systems impacts the architecture, process, and infrastructure of development. Recorded on May 4, 2020. See the original event page for resources for further learning or watch recordings of past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed May 5, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 7 hr., 44 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local ; Audiobooks ; local
    Abstract: How can startups successfully scale customer acquisition and revenue growth with a Lean team? Out-of-the-box acquisition solutions from Facebook, Google, and others provide a good start, but the companies that can tailor those solutions to meet their specific needs, objectives, and goals will come out winners. But that hasn't been an easy task-until now. With this practical book, author Lomit Patel shows you how to use AI and automation to provide an operational layer atop those acquisition solutions to deliver amazing results for your company. You'll learn how to adapt, customize, and personalize cross-channel user journeys to help your company attract and retain customers-to usher in the new age of Autonomous Marketing. Learn how AI and automation can support the customer acquisition efforts of a Lean Startup Dive into Customer Acquisition 3.0, an initiative for gaining and retaining customers Explore ways to use AI for marketing purposes Understand the key metrics for determining the growth of your startup Determine the right strategy to foster user acquisition in your company Manage the increased complexity and risk inherent in AI projects
    Note: Online resource; Title from title screen (viewed April 30, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 1 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: The journey from developer to software architect is a difficult one. Join us for this edition of Meet the Expert with Mark Richards and Neal Ford, experienced hands-on software architects and coauthors of Fundamentals of Software Architecture , to learn key tips, techniques, and resources to help you along the way. Recorded on July 6, 2020. See the original event page for resources for further learning or watch recordings of past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed July 7, 2020) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 3 hr., 36 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Watch the OSCON Live Coding-Go, Rust, and Python event here. This three-part series of half-day online events gives attendees an overarching perspective of software development from which to make decisions that strengthen and grow companies and industries, a deep knowledge of key open source technologies to make it happen, and a community in which both they and their companies can thrive. In part 2, Cloud Strategies and Implementation, we wanted to explore the cloud. In the blink of an eye, the cloud has become a pillar of software development. And big vendors, including Amazon, Microsoft, and Google, keep pushing the envelope, adding more and more services. Join us to learn how cloud strategies and their implementation can impact your business. This event is sponsored by Capital One and features spotlights on the Open Source Initiative and the Python Software Foundation. About the presenters: Rachel Roumeliotis is vice president of content strategy at O'Reilly, where she leads an editorial team that covers a wide variety of programming topics ranging from full stack to open source in the enterprise to emerging programming languages. She's been a programming chair for the O'Reilly OSCON, Fluent, Strata, Software Architecture, and Security Conferences. She's currently the programming chair for the OSCON and Strata Data & AI Superstream Series on O'Reilly online learning. She's been working in technical publishing for 10 years, acquiring content in many areas including mobile programming, UX, computer security, and AI. Kelsey Hightower has worn every hat possible throughout his career in tech and enjoys leadership roles focused on making things happen and shipping software. Kelsey is a strong open source advocate focused on building simple tools that make people smile. When he isn't slinging Go code, you can catch him giving technical workshops covering everything from programming to system administration. Forrest Brazeal is an enterprise cloud architect, speaker, and community advocate. Currently a senior manager at A Cloud Guru, he spent years designing applications for the cloud at Infor and Trek10. One of the original AWS Serverless Heroes, Forrest was also named one of Jefferson Frank's "Top 7 Global AWS Experts" in 2019. His first book, The Read-Aloud Cloud, is coming from Wiley in 2020. Josh Simmons is the president of the Open Source Initiative. John Mark Walker is the director of the Open Source Program Office at Capital One. Previo...
    Note: Online resource; Title from title screen (viewed July 29, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 32 min.)
    Edition: 1st edition
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    Abstract: This four-part series of half-day online events, hosted by chair Sam Newman, covers the most challenging and promising topics facing those working in infrastructure and operations today: Site reliability engineering Security Kubernetes Microservices Site reliability engineering (SRE) is the practice of ensuring a company's digital assets remain stable, performant, and resilient. Given that all companies rely on a digital presence these days, SRE is becoming increasingly vital to the engineering teams supporting the sites- and ultimately the business. In this edition of the O'Reilly Infrastructure & Ops Superstream Series, Liz Fong-Jones, Eric Zielinski, Jason Patterson, Debbie Wood and Randy Shoup introduce you to SRE concepts and best practices so that you can learn how to put them to work in your organization. About the presenters: After spending time at multiple startups and 12 years at ThoughtWorks, Sam Newman is now an independent consultant. Specializing in microservices, cloud, and continuous delivery, Sam helps clients deliver software faster and more reliably through training and consulting. Sam is an experienced speaker who has spoken at conferences across the world and is the author of Building Microservices _and _Monolith to Microservices both from O'Reilly. Sam is also chair of the O'Reilly Infrastructure & Ops Superstream Series. Liz Fong-Jones is a developer advocate, labor and ethics organizer, and site reliability engineer (SRE) with 16+ years of experience. She's an advocate at Honeycomb for the SRE and observability communities and previously was an SRE working on products ranging from the Google Cloud Load Balancer to Google Flights. She lives in Brooklyn with her wife Elly, metamours, and a Samoyed-golden retriever mix and in San Francisco and Seattle with her other partners. She plays classical piano, leads an EVE Online alliance, and advocates for transgender rights as a board member of the National Center for Transgender Equality. Eric Zielinski leads the cloud delivery organization at Nationwide, where his teams are responsible for cloud infrastructure, containers, security, and site reliability. With over 20 years of industry experience leading advanced infrastructure operations, engineering, and cybersecurity, Eric is in his 15th year at Nationwide where he has worked across the company to deliver a portfolio of products and technologies including cloud platforms, security automation, self-service adoption, and DevOp...
    Note: Online resource; Title from title screen (viewed June 29, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Security is often thought of as an impediment to progress-slowing things down by adding another layer of complexity. But when done right, a modern approach to security actually empowers an organization to move faster. In this Spotlight on Cloud, Zane Lackey, former chief information security officer at Etsy, shares lessons learned building a security program at the leading edge of the DevOps movement. Recorded on October 16, 2019. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Spotlight explores emerging business and technology topics and ideas through a series of one-hour interactive events. In live conversations, participants share their questions and ideas while hearing the experts' unique perspectives, insights, fears, and predictions for the future. In every edition of Spotlight on Cloud , you'll learn about the complex, ever-evolving world of the cloud. You'll discover how successful companies have adopted and embraced this massive network of shared information and how you can follow their lead to transform your organization and prepare for the Next Economy.
    Note: Online resource; Title from title screen (viewed February 12, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 34 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: This three-part series of half-day online events, hosted by chair Neal Ford, focuses on the hottest topics in software architecture-including microservices, essential architecture principles, and event-driven architecture and domain-driven design-giving you the insights to keep pace with what's next while still accommodating legacy needs. Both seasoned software architects and those looking to break into the field will learn new skills and the latest information on the tools and technologies they need to succeed. In Part 1, Software Architecture Fundamentals, the sessions give you a solid grasp of the fundamentals, preparing you to implement the strategies that will help your organization increase performance, reduce costs, manage complexity, build in resilience and scalability, and speed time to market. The four sessions from Rebecca Parsons, Nathaniel Schutta, Mark Richards and Sam Newman provide insight, advice, and essential knowledge you need to transition from developer to architect. About the presenters: Neal Ford is a director, software architect, and meme wrangler at ThoughtWorks, a software company and a community of passionate, purpose-led individuals who think disruptively to deliver technology to address the toughest challenges, all while seeking to revolutionize the IT industry and create positive social change. He's an internationally recognized expert on software development and delivery, especially in the intersection of Agile engineering techniques and software architecture. Neal has authored seven books (and counting), a number of magazine articles, and dozens of video presentations and spoken at hundreds of developers conferences worldwide. His topics include software architecture, continuous delivery, functional programming, cutting-edge software innovations, and a business-focused book and video on improving technical presentations. Check out his website, Nealford.com. Rebecca Parsons is CTO at ThoughtWorks. Rebecca has more than 30 years' experience leading the creation of large-scale distributed, services-based applications and the integration of disparate systems. Previously, she was an assistant professor of computer science at the University of Central Florida and a director's postdoctoral fellow at the Los Alamos National Laboratory. Rebecca's interests include parallel and distributed computation, programming languages, domain-specific languages, evolutionary architecture, genetic algorithms, and computational scien...
    Note: Online resource; Title from title screen (viewed June 18, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 12 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Working in a remote environment is more than chatting in Slack and joining video stand-up calls. Without deliberate effort, many elements of work life-things like building rapport, improving through feedback, feeling included, and being productive-can be challenging. Join expert Jevin Maltais to explore the key, undervalued components of work life that remote workers and their managers alike need to succeed. Along the way, you'll cover common misconceptions, such as that one-on-ones should only be with the manager reviewing your work, that information is distributed equally within the team when people are remote, and that building relationships comes easily through video chats.s. This course was originally presented on March 12, 2020
    Note: Online resource; Title from title screen (viewed April 23, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 7 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Rarely does a crisis touch so many people so fast. Managing people right now has become even more complicated and more challenging, but there are things you can do to set your organization and your team up to weather this crisis. Expert Cynthia Owens managed a team during the SARS crisis in Singapore. Over 90 minutes, she'll share what she learned and actions you can take at each of the three stages of a crisis. Get clear takeaways for immediate action and steps to take as your organization moves from crisis to recovery. This includes how and when to communicate, ways to move quickly to virtual work, and strategies for keeping teams connected and work on track. Cynthia also touches on how to work through the practical and the emotional challenges that may arise, emphasizing that this crisis touches people in different ways. This course was originally presented on April 7, 2020.
    Note: Online resource; Title from title screen (viewed April 23, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 58 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: In this edition of Meet the Expert with Marc Stickdorn, author of This Is Service Design Doing and This Is Service Design Methods , learn how to embed and scale service design in-house, use journey maps as a visual management tool for Agile organizations, and use service design to enhance employee experiences. Marc outlines 10 trends and recent developments in service design from around the world and shares tips on how to conduct service design with remote teams-particularly useful during the current global crisis. Recorded on July 22, 2020. See the original event page for resources for further learning or watch recordings of other past events . O'Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You'll engage in a live conversation with experts, sharing your questions and ideas while hearing their unique perspectives, insights, fears, and predictions.
    Note: Online resource; Title from title screen (viewed July 24, 2020) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 3 hr., 50 min.)
    Edition: 1st edition
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    Abstract: This three-part series of half-day online events gives attendees an overarching perspective of key topics in data and AI today, including deep learning, data analytics, and natural language processing. Each of these areas is pushing the boundaries of what's possible with more computing power, data, and innovative algorithms. As you'll see in this instance, the world of neural networks is constantly changing, with new strategies and techniques for supervised, semisupervised, and unsupervised learning being developed and refined every day. These sessions will explore how using applied neural networks can help inform and improve your computer vision, natural language processing, audio recognition, and other machine learning and AI applications. About the presenters: Katy Warr is the author of Strengthening Deep Neural Networks: Making AI Less Susceptible to Adversarial Trickery. She's the head of AI at Roke Manor Research, one of the UK's longest established engineering research specialists in AI, cybersecurity, data science, and communications, and has over 20 years' experience developing software for middleware solutions, specializing in policies and security. Anthony Reina is a medical doctor with extensive experience in AI, neurophysiology, telemedicine, and data science. His biggest claim to fame is spending 12 years as a stay-at-home dad to his two sons while his wife served as a psychiatrist in the US Navy. His current work involves privacy-preserving distributed training for 3D convolutional neural networks in medical imaging (which is much easier than raising two teenage boys). Chris Van Pelt is a cofounder of Weights & Biases, an experiment tracking platform for deep learning. For the past 10 years, Chris has dedicated his career to optimizing ML workflows and teaching ML practitioners, making machine learning more accessible to all. He founded Figure Eight/CrowdFlower in 2009 and has also worked as a studio artist, computer scientist, and web engineer. He studied both art and computer science at Hope College. Hanlin Tang is senior director of Intel's AI Lab-an AI research and engineering group that conducts both foundational and applied ML research, builds several ML open source libraries in reinforcement learning and natural language processing, and delivers algorithms-hardware codesign. He previously led teams in computer vision and federal AI programs at Intel. He joined Intel through its acquisition of the deep learning startup Ne...
    Note: Online resource; Title from title screen (viewed July 17, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 51 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Organized crime inflicts human suffering on a massive scale: the Mexican drug cartels have murdered 150,000 people since 2006; upward of 700,000 people per year are “exported” in a human-trafficking industry enslaving an estimated 40 million people. These nefarious industries rely on sophisticated money-laundering schemes to operate. Despite tremendous resources dedicated to anti-money laundering (AML), only a tiny fraction of illicit activity is prevented. The research community can help. Mark Weber (MIT-IBM Watson AI Lab) explores how to map the structural and behavioral dynamics driving the technical challenge, and he reviews AML methods both current and emergent. You’ll get a first look at scalable graph convolutional neural networks for forensic analysis of financial data, which is massive, dense, and dynamic. Mark outlines preliminary experimental results using a large synthetic graph (1M nodes, 9M edges) generated by a data simulator called AMLSim, and he considers opportunities for high performance efficiency, in terms of computation and memory, and shares results from a simple graph compression experiment, all of which supports the working hypothesis that graph deep learning for AML bears great promise in the fight against criminal financial activity. Prerequisite knowledge A basic understanding of data science and graph structures Experience with finance (useful but not required) What you'll learn See why graph deep learning is a powerful tool for finance and other applications This session is from the 2019 O'Reilly Artificial Intelligence Conference in San Jose, CA.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 42 min.)
    Edition: 1st edition
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    Abstract: Uber relies heavily on making data-driven decisions in every product area and needs to store and process an ever-increasing amount of data. But building a reliable big data platform is extremely challenging when it has to store and serve hundreds of petabytes of data in real time. The company redesigned traditional big data platform solutions to provide faster, more reliable, and more performant access by adding a few critical technologies that overcome their limitations. Reza Shiftehfar reflects on the challenges faced and proposes architectural solutions to scale a big data platform to ingest, store, and serve 100+ PB of data with minute-level latency while efficiently utilizing the hardware and meeting security needs. You’ll get a behind-the-scenes look at the current big data technology landscape, including various existing open source technologies (e.g., Hadoop, Spark, Hive, Presto, Kafka, and Avro) as well as what Uber’s tools such as Hudi and Marmaray. Hudi is an open source analytical storage system created at Uber to manage petabytes of data on HDFS-like distributed storage. Hudi provides near-real-time ingestion and provides different views of the data: a read-optimized view for batch analytics, a real-time view for driving dashboards, and an incremental view for powering data pipelines. Hudi also effectively manages files on underlying storage to maximize operational health and reliability. Reza details how Hudi lowers data latency across the board while simultaneously achieving orders of magnitude of efficiency over traditional batch ingestion. He then makes the case for near-real-time dashboards built on top of Hudi datasets, which can be cheaper than pure streaming architectures. Marmaray is an open source plug-in based pipeline platform connecting any arbitrary data source to any data sink. It allows unified and efficient ingestion of raw data from a variety of sources to Hadoop as well as the dispersal of the derived analysis result out of Hadoop to any online data store. Reza explains how Uber built and designed a common set of abstractions to handle both the ingestion and dispersal use cases, along with the challenges and lessons learned from developing the core library and setting up an on-demand self-service workflow. Along the way, you’ll see how Uber scaled the platform to move around billions of records per day. You’ll also dive into the technical aspects of how to rearchitect the ingestion platform to bring in 10+ trill...
    Note: Online resource; Title from title screen (viewed February 28, 2020) , Mode of access: World Wide Web.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 37 min.)
    Edition: 1st edition
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    Abstract: Causal questions are ubiquitous in data science. For example, you may have questions that are deeply rooted in causality, such as whether or not changing a feature on a website led to more traffic or if digital ad exposure led to incremental purchase, did changing a feature in a website lead to more traffic or if digital ad exposure led to incremental purchase. Randomized tests are considered to be the gold standard when addressing causal effects; however, in many cases experiments are unfeasible or unethical. In such cases, you have to rely on observational (nonexperimental) data to derive causal insights. The crucial difference between randomized experiments and observational data is that in the former, test subjects (e.g., the customers) are randomly assigned a treatment (e.g., digital advertisement exposure). This helps curb the possibility that user response (e.g., clicking on a link in the ad and purchasing the product) across the two groups of treated and nontreated subjects is different because of preexisting differences in user characteristic (e.g., demographics, geolocation, etc.) In essence, you can then attribute divergences observed posttreatment in key outcomes (e.g., purchase rate) as the causal impact of the treatment. But this treatment assignment mechanism is absent when using observational data. Subhasish Misra (Walmart Labs) explores the statistical methods available to ensure you’re able to circumvent this shortcoming and get to causality. You’ll get a practical overview of the aspects of causal inference, including the fundamental tenants of causality and measuring causal effects; the challenges involved in measuring causal effects in real-world situations; distinguishing between randomized and observational measurement approaches; an introduction to measuring casual effects with observational data using matching and its extension of propensity score-based matching with a focus on the institution and statistics behind it, tips from the trenches based on Subhasish’s experience with these techniques; and practical limitations of these approaches. Subhashish walks you through an example of how matching was applied to get causal insights regarding the effectiveness of a digital product at Walmart. Prerequisite knowledge A basic understanding of machine statistics and data science What you'll learn Discover the fundamental nuances of causal inference and analytical frameworks and implementation tools to tease out causal effect...
    Note: Online resource; Title from title screen (viewed February 28, 2020) , Mode of access: World Wide Web.
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    Pages: 1 online resource (1 video file, approximately 36 min.)
    Edition: 1st edition
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    Abstract: Machine learning (ML) continues to drive monumental change across products and industries. But as we expand the reach of ML to even more sectors and users, it’s ever more critical to ensure that these pipelines work well for all users. Tulsee Doshi and Christina Greer outline their insights from their work in proactively building for fairness, using case studies built from Google products. They also explain the metrics that have been fundamental in evaluating their models at scale and the techniques that have proven valuable in driving improvements. Tulsee and Christina announce the launch of Fairness Indicators and demonstrate how the product can help with more inclusive development. Fairness Indicators is a new feature built into TensorFlow Extended (TFX) and on top of TensorFlow Model Analysis. Fairness Indicators enables developers to compute metrics that identify common fairness risks and drive improvements. You’ll leave with an awareness of how algorithmic bias might manifest in your product, the ways you could measure and improve performance, and how Google’s Fairness Indicators can help. Prerequisite knowledge A basic understanding of TensorFlow (useful but not required) What you'll learn Learn how to tactically identify and evaluate ML fairness risks using Fairness Indicators
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    Pages: 1 online resource (1 video file, approximately 34 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: There are many cases where developers on mobile write lower-level C++ code for their Android applications using the Android NDK, OpenCV and other technologies. Joe Bowser (Adobe) explores how to use TF Lite’s C++ API on Android with existing code so the code can interact directly with TF Lite without having to make a round trip through Java Native Interface (JNI) and the Android subsystem, allowing for cleaner, more portable code so that can even be used in iOS or other platforms. You’ll also discover common pitfalls when working with TFLite as a C++ library, using TFLite with OpenCV and/or Halide on Android, as well as some techniques to do integration testing to allow your tests to work in a CI/CD environment. Prerequisite knowledge Experience with mobile development What you'll learn Discover with the pros and cons of various approaches to using TensorFlow Lite in a production environment and whether using Java or C++ is the best choice for you project
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    Language: English
    Pages: 1 online resource (1 video file, approximately 41 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Uber applies NLP and conversational AI in a number of business domains, such as customer support, in-app messages, and voice-controlled interactions with the Uber app. Huaixiu Zheng details the challenges and opportunities of implementing AI solutions in a real-world environment. You’ll be able to see a few use cases (COTA, OCC, and driver assistant) to showcase the process of using AI to impact business. Huaixiu also outlines some of the cutting-edge research Uber is doing in the area of end-to-end dialogue systems. Prerequisite knowledge A basic understanding of deep learning and how AI can impact business What you'll learn Understand how to build and implement end-to-end AI solutions as well as how to use AI to enable natural interactions for customers See cutting-edge research in dialogue systems This session is from the 2019 O'Reilly Artificial Intelligence Conference in San Jose, CA.
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    Pages: 1 online resource (1 video file, approximately 39 min.)
    Edition: 1st edition
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    Abstract: Geotab is a world-leading asset-tracking company with millions of vehicles under service every day. Felipe Hoffa (Google) and Bob Bradley (Geotab) examine the challenges and solutions to create an ML- and geographic information system- (GI)S enabled petabyte-scale data warehouse leveraging Google Cloud. And they dive into the process to publish open, how you can access it, and how cities are using it. They explore the challenge, which was handling petabytes of IoT data from millions of vehicles around the world; the solution, BigQuery and other Google Cloud Platform tools; machine learning and geoanalysis at a petabyte scale; the process to share open data; how cities are using Geotab’s shared datasets; and how you can access Geotab’s open data too. Prerequisite knowledge General knowledge of SQL What you'll learn Learn how to handle petabytes of IoT data, deliver ML and geoanalysis at this scale, and access and use the open datasets shared by Geotab This session is from the 2019 O'Reilly Strata Conference in New York, NY.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 34 min.)
    Edition: 1st edition
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    Abstract: The Trill data engine is the power behind many of Microsoft’s offerings, from products like Azure Stream Analytics to billion-dollar services like Bing Ads. It has now been open-sourced and is available to everyone. But it has been a long path to get there. James Terwilliger, Badrish Chandramouli, and Jonathan Goldstein explore the history of decades of streaming data processing at Microsoft: a beginning in research, a first product in StreamInsight, the transition to the cloud, and all the pain points along the way. A key result of that lineage and learning has been the Trill engine, which has three key properties a single standalone data processing engine for all temporal data, no matter if the data is streamed or stored; a simple API that integrates seamlessly with the programming language; and performance without ego, a willingness to use every lesson learned to improve throughput in every way possible. They dive deep into why each of those properties is important through examples. A simple application to demonstrate the basics of Trill: joins, aggregation, windowing; a more complicated application to demonstrate the power of Trill’s API: progressive windowing, regular expressions and pattern detection, data-dependent windows; and an overview of the kind of query used by Bing Ads, a query to run a multi-billion-dollar business. You’ll see a performance showcase: running the previous examples to demonstrate how Trill got its name—processing a trillion events per day on a single node. Prerequisite knowledge A working knowledge of streaming data systems (useful but not required) What you'll learn Learn about temporal data versus temporal queries and data-dependent and custom temporal windowing This session is from the 2019 O'Reilly Strata Conference in New York, NY.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 33 min.)
    Edition: 1st edition
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    Abstract: A key step in the data science workflow is rapid model development in order to create, test, and identify the best models to put into production. However, large gaps exist in this workflow, and the data science tool set is rapidly changing to fill those gaps. Large teams and enterprises are quickly moving from using individual siloed notebooks like Zeppelin and Jupyter to wanting to share and reuse models, code, and results. Challenges also exist in deploying models into production and model serving using tools like Kubeflow and TensorFlow. Moon Soo Lee and Louis Huard explore real-world examples of how companies are solving these problems, and how you can use these best practices in your own workflow. What you'll learn Learn how companies are solving the problem of the gaps in the data science workflow This session is from the 2019 O'Reilly Artificial Intelligence Conference in San Jose, CA.
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    Pages: 1 online resource (1 video file, approximately 38 min.)
    Edition: 1st edition
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    Abstract: For ecommerce applications, matching users with the items they want is the name of the game. If they can’t find what they want, then how can they buy anything? Typically, this functionality is provided through the search and browse experience. Search allows users to type in text and match against the text of the items in the inventory. Browse allows users to select filters and slice and dice the inventory down to the subset they’re interested in. But with the shift toward mobile devices, no one wants to type anymore—thus browse is becoming dominant in the ecommerce experience. But there’s a problem if your inventory isn’t categorized. Perhaps your inventory is user generated or generated by external providers who don’t tag and categorize the inventory. No categories and no tags means no browse experience and missed sales. You could hire an army of taxonomists and curators to tag items, but training and curation will be expensive. You can demand that your providers tag their items and adhere to your taxonomy—but providers will buck this new requirement unless they see obvious and immediate benefit. Worse, providers might use tags to game the system—artificially placing themselves in the wrong category to drive more sales. Worst of all, creating the right taxonomy is hard. You have to structure a taxonomy to realistically represent how your customers think about the inventory. Eventbrite is investigating a tantalizing alternative: using a combination of customer interactions and machine learning to automatically tag and categorize its inventory. As customers interact with the platform—as they search for events and click on and purchase events that interest them—Eventbrite implicitly gathers information about how its users think about its inventory. Search text effectively acts like a tag, and a click on an event card is a vote that the clicked event is representative of that tag. Eventbrite uses this stream of information as training data for a machine learning classification model, and as Eventbrite receives new inventory, it can automatically tag it with the text that customers will likely use when searching for it. This makes it possible to better understand the inventory, supply and demand, and most importantly this allows Eventbrite to build the browse experience that customers demand. John Berryman takes a deep dive into the problem space and Eventbrite’s approach. He explores how the company gathered training data from its search and clic...
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    Pages: 1 online resource (1 video file, approximately 27 min.)
    Edition: 1st edition
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    Abstract: Large-scale open source projects can be daunting, and one of the goals of TensorFlow is to be accessible to many contributors. Joana Carrasqueira and Nicole Pang (Google) share some great ways to get involved in TensorFlow, explain how its design and development works, and show you how to get started if you’re new to machine learning or new to TensorFlow. They cover a variety of ways for you to participate, including Special Interest Groups, which are project-specific groups for collaboration and contribution; request for comments (RFCs), the open discussion of design directions; documentation and translation communities; user groups and the Google Developer Expert ML program; and GitHub and Stack Overflow. On the learning side, they cover new education resources, how you can learn TensorFlow from TensorFlow instructors and renowned faculty in academia, and how to showcase your TensorFlow expertise as you gain skill sets crucial to getting involved in the machine learning world. What you'll learn See how to get started participating in the TensorFlow community
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    Language: English
    Pages: 1 online resource (1 video file, approximately 35 min.)
    Edition: 1st edition
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    Abstract: Drilldowns are the bread and butter of analytics. By using subsequent drilldowns to reach a result, you decreased cognitive load, improved sense of location during the search, and better understand your search result. Information retrieval engines such as Elasticsearch are well known to be great backends for explorative drilldowns and have been powering data exploration for more than a decade in domains ranging from ecommerce to log analysis. However, Elasticsearch doesn’t have relational join capabilities, so drilldowns cannot take “record to record” relations in consideration. Giovanni Tummarello (Siren) explores a plug-in for Elasticsearch that adds cluster distributed joins and demonstrates how it enables an exciting array of use cases dealing with interconnected or “Knowledge Graph” enterprise data. Thanks to these capabilities, and a lightweight semantic modeling layer, at frontend level, this allows you to move from simple drilldowns to relational drilldowns and also get network and link analysis. As a result, Elasticsearch can be used to address at very large scale much higher-value use cases in cybersecurity, fraud detection, law enforcement, intelligence, and life sciences. Prerequisite knowledge Familiarity with Elasticsearch What you'll learn See relational drilldown capabilities Discover Elasticsearch scale (and speed) navigation of interconnected data Understand how this is an equivalent to navigating the enterprise knowledge graph at scale This session is from the 2019 O'Reilly Strata Conference in New York, NY.
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    Pages: 1 online resource (1 video file, approximately 40 min.)
    Edition: 1st edition
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    Abstract: Streaming analytics (or fast data processing) is becoming an increasingly popular subject in enterprise organizations. Customers want real-time experiences, such as notifications and advice based on their online behavior and other users’ actions. A typical streaming analytics solution follows a “pipes and filters” pattern that consists of three main steps: detecting patterns on raw event data (complex event processing), evaluating outcomes with the aid of business rules and machine learning algorithms, and deciding on the next action. At the core of this architecture is the execution of predictive models that operate on enormous amounts of never-ending data streams. Bas Geerdink (Aizonic) presents an architecture for streaming analytics solutions that covers many use cases that follow this pattern: actionable insights, fraud detection, log parsing, traffic analysis, factory data, the IoT, and others. He explores a few architecture challenges that arise when dealing with streaming data, such as latency issues, event time versus server time, and exactly once processing. The solution is open source and available on GitHub: build on the KISSS stack. Prerequisite knowledge A basic understanding of big data and fast data applications and application and solution architecture Experience with a reference architecture What you'll learn Learn to set up a streaming analytics (fast data) solution, basic concepts in this field, and the KISSS stack This session is from the 2019 O'Reilly Strata Conference in New York, NY.
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    Language: English
    Pages: 1 online resource (1 video file, approximately 43 min.)
    Edition: 1st edition
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    Abstract: Google’s TPUs revolutionize the way data scientists work. Weeklong training times are a thing of the past, and many models can be trained in minutes in a notebook. Agility and fast iterations bring neural networks into regular software development cycles and many developers ramp up on machine learning. Martin Gorner explores TPUs, then dives deep into the microarchitecture secrets behind them. You’ll learn how to use them in your day-to-day projects to iterate faster. In fact, Martin not only demos the model—he trains the models on stage in real time on TPUs. Prerequisite knowledge Familiarity with TensorFlow and neural networks What you'll learn Learn what TPUs are for and how to use them, the library of reference TPU-optimized models, and RetinaNet on TPU for object detection
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    Pages: 1 online resource (1 video file, approximately 2 hr., 9 min.)
    Edition: 1st edition
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    Abstract: We’ll make the Keynotes available here as soon as possible after they happen. Video of the sessions and tutorials will be available a few weeks after the end of the conference. O’Reilly Media’s Software Architecture Conference (SACON) New York 2020 was Maggie Carrol’s (MAG Aerospace) compelling examination of the strategies and tactics successful software architects use to develop actionable influence within the power centers of their organizations. It was Sonya Natanzon’s (Guardant Health) practical review of the skills and knowledge required to become a software architect. And it was a series of thought-provoking and inspiring keynote addresses delivered by some of the world’s top software architecture thinkers and practitioners (e.g., IBM Cloud’s CTO Hillery Hunter, ThoughtWorks’ Chief Scientist Martin Fowler, and Lean/Agile pioneer Mary Poppendieck). This video compilation gives you I-was-there access to all of these presentations and to the best of SACON New York 2020’s keynote addresses, long form tutorials (3.5 hrs. each), deep dive sessions (1.5 hours each), and rapid-fire sessions (50 min. each). Highlights include: Complete video recordings of SACON New York’s best sessions delivered by more than 50 of the planets most experienced software architects, senior developers, engineers, CTOs and CIOs—this compilation contains hours of material to review and analyze at your own pace. Fundamentals sessions, including Xebia’s Marco van der Linden and Tom Hofte (Xebia) on writing clear service-level objectives; Morgan Stanley’s James Gough, Matthew Auburn, and Padmavati Sridhar on building, specifying, and testing APIs with microservices; and Mike Amundsen (Amundsen.com, Inc.) on designing and building great APIs. Application Architecture sessions, such as Aikaterini Iliakopoulou’s (The New York Times) deep dive into NYT’s 4-billion emails per year messaging platform; Scott Davis (ThoughtWorks) on why conversational UIs are application architecture’s next big wave; and Wes Chow (Cortico at MIT Media Lab) on how MIT built it’s highly experimental “digital hearth”. Microservices sessions, including Ethan Garofolo’s (Berkadia Commercial Mortgage) review of what microservices actually are (and are not); Mark Richards (Developertoarchitect.com) on determining the feasibility of moving your monolith to microservices: and Megan O'Keefe (Google Cloud) on Istio and building a service mesh from the ground up. Key Skills sessions, such as John Chapin’s (...
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    Pages: 1 online resource (1 video file, approximately 47 min.)
    Edition: 1st edition
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    Abstract: We’re living in a cultural moment is obsessed with making predictions. In politics and in business, we’re constantly coming up with ways to collect more data for a singular purpose: to predict what will happen next. This overwhelming desire for prescience shapes the way we design, measure, and understand everything from products and marketing to politics and movements. Good predictions demand both precision and accuracy. Farrah Bostic (The Difference Engine) walks you through how, in the quest to get more and more granular about how people will behave in the future, in the hopes that we can anticipate or manipulate that behavior, businesses are often tempted to rely on emerging or untested technologies—and sometimes pseudoscience—to get the “data” that fuels those predictions. While this moment seems to be particularly defined by prediction, the practice goes back to (at least) the first lie detectors and has come to encompass practices like hypnosis, technology like medical imaging, and encoded anthropological approaches like microexpressions. But the implications are worse than wasting money and time. Businesses and brands are sacrificing the opportunity to understand things deeply and are simultaneously creating social negative externalities, like normalizing surveillance and misinformation, undermining public trust and values, and dehumanizing the very people whose behavior we want to predict. Prerequisite knowledge Familiarity with the purpose of typical data collection methods, including basic analytics, surveys and polls, and user interviews What you'll learn Discover how data addiction leads to more faulty data collection methods; how data collection practices normalize surveillance, mistrust, and manipulation; and how (and when) to "get inside people's heads" without violating their privacy or bodily autonomy This session is from the 2019 O'Reilly Strata Conference in New York, NY.
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    Pages: 1 online resource (1 video file, approximately 43 min.)
    Edition: 1st edition
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    Abstract: Data catalogs are not new; in fact they’ve been around for decades. But in the age of data lakes, self-service analytics, and data protection regulation, they’ve taken on new capabilities and renewed importance. There are a number of products in the market now, and they differ greatly, with a number of subcategories in the space. Some data catalogs focus on data discoverability, others on governance and security. Some are oriented toward relational databases and data warehouses, while others are tied to more modern data sources. Many of the products use AI and machine learning to help automate the catalog build out, but almost all of them do so differently. And, while there are several startups in the field, public cloud providers have entries here, as do incumbent software megavendors. Andrew Brust (Blue Badge Insights ZDNet) guides you through the importance of data catalogs, covers the range of data catalog capabilities, and explores the key players and their platforms. Andrew also provides an analysis of where the space is headed and what it will need to provide to address customer needs and pain points. You’ll get up to speed on the subject quickly, and no prior data catalog knowledge is required. Prerequisite knowledge A basic understanding of databases, data files, and data types General knowledge of data warehouses and data lakes (useful but not required) What you'll learn Discover concepts of data catalogs including schema, metadata, data classification, business glossaries, tagging, data set endorsement, personally identifiable information (PII), sensitive data protection, regulatory compliance, data marketplaces, and more Explore the role of machine learning and AI in catalog automation and relationship discovery This session is from the 2019 O'Reilly Strata Conference in New York, NY.
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    Pages: 1 online resource (1 video file, approximately 45 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: Word embeddings first emerged as a revolutionary technique in natural language processing (NLP) in the last decade, allowing machines to read large reams of unlabeled text and automatically answer analogical questions such as, "What is to man as queen is to woman?" Modern embeddings leverage advances in deep neural networks to be effective. Following the success of word embeddings, there have been massive efforts in both academia and industry to embed all kinds of data, including images, speech, video, entire sentences, phrases and documents, structured data, and even computer programs. These piecemeal approaches are now starting to converge, drawing on a similar mix of techniques. Mayank Kejriwal (USC Information Sciences Institute) explores the ongoing movement that’s attempting to embed every conceivable kind of data, sometimes jointly, to build ever-more powerful predictive models. Mayank makes a business case for why you should care about embeddings and how you can position them as your organization’s secret sauce within a broader AI strategy. Prerequisite knowledge Experience implementing or deploying real-world machine learning projects, especially using neural networks (useful but not required) What you'll learn Learn what embeddings are and why they're so useful for predictive analytics Discover how embeddings can bolster your organization's AI strategy This session is from the 2019 O'Reilly Artificial Intelligence Conference in San Jose, CA.
    Note: Online resource; Title from title screen (viewed February 28, 2020) , Mode of access: World Wide Web.
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  • 99
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 40 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: GE Aviation has more than 200,000 tables at its disposal and has made it a mission to implement self-service data, a program to enable anybody to build a data analytics product. The data engineering and analytics teams understood that successful self-service is a continual journey that starts before self-service technologies are deployed and extends well beyond. As an organization-wide initiative, buy-in from the whole company, and continual engagement were needed to reach the 1,300 users and counting. Jonathan Tudor and Ross Schalmo take a deep dive into how each part of the business became invested in successful self-service and how the engagement continued well beyond deployment. From creating an ongoing partnership with the business to the gamification of tagging data in the data catalog to forming a published dataset council, which selects the best datasets to leverage for each business domain. They take into account the importance of early and continued branding of self-service initiatives, including GE Aviation’s “5 Ss of Self-Service” approach: search—make finding data easy; stitch—focus on data engineering and transformation; science—facilitate predictive modeling and machine learning; show—visualize data and socialize outcomes to get people to take action; and share—ensure that good data is used and reused across the organization. The results of this initiative have been so strong, and the engagement efforts so successful, that groups outside of the data and analytics team have taken up championing self-service. For example, the aviation engineering team managed to reduce the time it takes to produce 250 regular reports from four weeks of effort to four hours. This led to a joint partnership between the engineering and the digital league (a cross-functional team focused on empowering the business through data products) teams to create a business-wide training. This training, offered every two weeks and spread across eight global sites, explores how to leverage tools like Alation, Dataiku, and Spotfire; how to think about the data lake; write SQL; use statistics and create business impactful data products. Prerequisite knowledge A basic understanding of self-service, self-service tooling, and data and analytics organization structure What you'll learn Discover how to achieve buy-in and ensure continued engagement in self-service initiatives, including principles and initiatives This session is from the 2019 O'Reilly Strata Conference ...
    Note: Online resource; Title from title screen (viewed February 28, 2020) , Mode of access: World Wide Web.
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  • 100
    Online Resource
    Online Resource
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Language: English
    Pages: 1 online resource (1 video file, approximately 42 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    Abstract: At MakeMyTrip, a large number of customer care agents were dedicated to handling customer support issues over voice and email. Given the popularity of WhatsApp in India, conversational interfaces have become mainstream for the Indian consumer. MakeMyTrip decided to capitalize on this trend and revamped customer support channels using a chatbot named Myra. Myra is adept at handling the languages of the Indian consumer including English, Hindi, and a mix of the two popularly known as Hinglish. Madhu Gopinathan and Sanjay Mohan explain the high-level architecture and the business impact Myra created. Myra handles user input using a natural language understanding framework that solves problems such as intent classification and slot extraction using the latest advances in deep learning. In the intent classification problem, “Please cancel my ticket” should be mapped to a label "full cancellation.” The intent classification model supports over 120 intents and is sophisticated enough to distinguish between fine-grained intents such as full cancellation, partial cancellation, and flight cancellation by airlines. In the slot extraction problem, from, “Please cancel my ticket to New York,” the value, “New York” should be extracted to fill the destination slot. For curating the data required for training deep learning models, MakeMyTrip employed multiple methods, such as manual tagging, creating language models from existing email conversations, progressive refinement of the models, and natural language generation. In this case study, Madhu and Sanjay dive into the insights from developing deep learning models to power Myra, revamping of agent tools, and processes to support Myra and the ensuing business impact. What you'll learn Discover insights from deploying a conversational bot and associated agent systems to improve postsale service Dive into architecture, strategies for data curation to train deep learning models, and the business impact from deploying a chatbot based on these models This session is from the 2019 O'Reilly Strata Conference in New York, NY.
    Note: Online resource; Title from title screen (viewed February 28, 2020) , Mode of access: World Wide Web.
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