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  • 1
    Online Resource
    Online Resource
    Infrastructure & Ops Superstream : Observability (2022)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc.
    Details
    ISBN: 0636920675648
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 11 min.)
    Edition: 1st edition.
    DDC: 005.8
    Keywords: Electronic videos
    Abstract: Observability-a measure of how well internal states of a system can be inferred from its outputs-is crucial for engineering, managing, and improving complex business-critical systems. Join us to learn how observability can help any software engineering team gain a deeper understanding of system performance, so you can perform ongoing maintenance and ship the features your customers need. About the Infrastructure & Ops Superstream Series: This four-part Superstream series guides you through what you need to know about modernizing your organization's infrastructure and operations, with each event day covering different topics and lasting no more than four hours. They're packed with the expert insights, skills, and tools that will help you effectively manage existing legacy systems while migrating to modern, scalable, cost-effective infrastructures-with no interruption to your business. What you'll learn and how you can apply it Gain a deeper understanding of system performance so you can perform ongoing maintenance and ship the features your customers need Understand how to build an observability-driven development practice Discover how your production services are really performing right now This recording of a live event is for you because... You're a developer who wants to learn the basics of observability and how to use it in your system. You want to better understand how observability can be used with data. You want to know what the future holds for observability and infrastructure and operations. Recommended follow-up: Read Observability Engineering (book) Read Kubernetes Security and Observability (book) Watch Observability at Google (video) Read Linux Observability with BPF (book) (Watch Case Study: How Lightstep Implemented Observability (recorded event)).
    Note: Online resource; Title from title screen (viewed January 12, 2022)
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    URL: lizenzpflichtig
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    Online Resource
    MPI Ethno. Forsch.
  • 2
    Online Resource
    Online Resource
    Scala Cookbook, 2nd Edition (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (64 pages)
    Edition: 2nd edition
    Keywords: Electronic books ; local
    Abstract: Save time and trouble building object-oriented, functional, and concurrent applications with Scala 3. The latest edition of this comprehensive cookbook is packed with more than 250 ready-to-use recipes and 700 code examples to help you solve the most common problems when working with Scala and its popular libraries. Whether you're working on web, big data, or distributed applications, this cookbook provides recipes based on real-world scenarios for experienced Scala developers and for programmers just learning to use this JVM language. Author Alvin Alexander includes practical solutions from his experience using Scala for highly scalable applications that support concurrency and distribution. Recipes cover: Strings, numbers, and control structures Classes, methods, objects, traits, packaging, and imports Functional programming in a variety of situations Building Scala applications with sbt Collections covering Scala's wealth of classes and methods Actors and concurrency List, array, map, set, and more Files, processes, and command-line tasks Web services and interacting with Java Databases and persistence, data types and idioms
    Note: Online resource; Title from title page (viewed January 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
    MPI Ethno. Forsch.
  • 3
    Online Resource
    Online Resource
    Spring Boot : Up and Running (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (74 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: With over 75 million downloads per month, Spring Boot is the most widely used Java framework available. Its ease and power have revolutionized application development from monoliths to microservices. Yet Spring Boot's simplicity can also be confusing. How do developers learn enough to be productive immediately? This practical book shows you how to use this framework to write successful mission-critical applications. Mark Heckler from VMware, the company behind Spring, guides you through Spring Boot's architecture and approach, along with topics such as debugging, testing, and deployment. If you want to develop cloud native Java or Kotlin applications with Spring Boot rapidly and effectively-using reactive programming, building APIs, and creating database access of all kinds-this book is for you. Learn how Spring Boot simplifies cloud native application development and deployment Build reactive applications and extend communication across the network boundary to create distributed systems Understand how Spring Boot's architecture and approach increases developer productivity and application portability Deploy Spring Boot applications for production workloads rapidly and reliably Monitor application and system health for optimal performance and reliability Debug, test, and secure cloud-based applications painlessly
    Note: Online resource; Title from title page (viewed February 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
    MPI Ethno. Forsch.
  • 4
    Online Resource
    Online Resource
    Kafka : The Definitive Guide, 2nd Edition (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (76 pages)
    Edition: 2nd edition
    Keywords: Electronic books ; local ; Electronic books
    Abstract: Every enterprise application creates data, whether it consists of log messages, metrics, user activity, outgoing messages, or something else. Moving all of this data is just as important as the data itself. This book's updated second edition shows application architects, developers, and production engineers new to the Kafka open source streaming platform how to handle real-time data feeds. Additional chapters cover Kafka's AdminClient API, new security features, and tooling changes. Engineers from Confluent and LinkedIn responsible for developing Kafka explain how to deploy production Kafka clusters, write reliable event-driven microservices, and build scalable stream processing applications with this platform. Through detailed examples, you'll learn Kafka's design principles, reliability guarantees, key APIs, and architecture details, including the replication protocol, the controller, and the storage layer. You'll examine: How publish-subscribe messaging fits in the big data ecosystem Kafka producers and consumers for writing and reading messages Patterns and use-case requirements to ensure reliable data delivery Best practices for building data pipelines and applications with Kafka How to perform monitoring, tuning, and maintenance tasks with Kafka in production The most critical metrics among Kafka's operational measurements Kafka's delivery capabilities for stream processing systems
    Note: Online resource; Title from title page (viewed October 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
    MPI Ethno. Forsch.
  • 5
    Online Resource
    Online Resource
    Data Science on AWS (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (122 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: If you use data to make critical business decisions, this book is for you. Whether you're a data analyst, research scientist, data engineer, ML engineer, data scientist, application developer, or systems developer, this guide helps you broaden your understanding of the modern data science stack, create your own machine learning pipelines, and deploy them to applications at production scale. The AWS data science stack unifies data science, data engineering, and application development to help you level up your skills beyond your current role. Authors Antje Barth and Chris Fregly show you how to build your own ML pipelines from existing APIs, submit them to the cloud, and integrate results into your application in minutes instead of days. Innovate quickly and save money with AWS's on-demand, serverless, and cloud-managed services Implement open source technologies such as Kubeflow, Kubernetes, TensorFlow, and Apache Spark on AWS Build and deploy an end-to-end, continuous ML pipeline with the AWS data science stack Perform advanced analytics on at-rest and streaming data with AWS and Spark Integrate streaming data into your ML pipeline for continuous delivery of ML models using AWS and Apache Kafka
    Note: Online resource; Title from title page (viewed July 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
    MPI Ethno. Forsch.
  • 6
    Online Resource
    Online Resource
    Behavioral Data Analysis with R and Python (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (68 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Most of the data that companies collect is related to customer behaviors, such as clicks on a website or purchases in a supermarket. But data science algorithms and predictive analytics tools aren't that specific, so customer data is treated the same way as, for example, astronomical or genomic data. This practical guide introduces powerful methods for behavioral data analysis that you're probably not aware of. Advanced experimental design will help you get the most out of your A/B tests, while causal diagrams will allow you to tease out causality from correlation even when you can't run experiments. Written in an accessible style for data scientists, business analysts, and behavioral scientists, this practical book provides complete examples and exercises in R and Python to help you gain more insight from your data-immediately. Understand the specifics of behavioral data Explore the differences between measurement and prediction Learn how to clean and prepare behavioral data Design and analyze experiments to drive optimal business decisions Use behavioral data to understand and measure cause and effect Segment customers in a transparent and insightful way
    Note: Online resource; Title from title page (viewed June 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
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  • 7
    Online Resource
    Online Resource
    Python for Algorithmic Trading (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (350 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Financial trading, once the exclusive domain of institutional players, is now open to small organizations and individual traders using online platforms. The tool of choice for many traders today is Python and its ecosystem of powerful packages. In this practical book, author Yves Hilpisch shows students, academics, and practitioners how to use Python in the fascinating field of algorithmic trading. You'll learn several ways to apply Python to different aspects of algorithmic trading, such as backtesting trading strategies and interacting with online trading platforms. Some of the biggest buy- and sell-side institutions make heavy use of Python. By exploring options for systematically building and deploying automated algorithmic trading strategies, this book will help you level the playing field. Set up a proper Python environment for algorithmic trading Learn how to retrieve financial data from public and proprietary data sources Explore vectorization for financial analytics with NumPy and pandas Master vectorized backtesting of different algorithmic trading strategies Generate market predictions by using machine learning and deep learning Tackle real-time processing of streaming data with socket programming tools Implement automated algorithmic trading strategies with the OANDA and FXCM platforms
    Note: Online resource; Title from title page (viewed January 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
    MPI Ethno. Forsch.
  • 8
    Online Resource
    Online Resource
    Learning Go (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (48 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Go is rapidly becoming the preferred language for building web services. There are plenty of tutorials available that teach Go's syntax to developers with experience in other programming languages. But tutorials aren't enough. They don't teach Go's idioms, so developers end up recreating patterns that don't make sense in a Go context. This practical guide provides the essential background you need to write clear and idiomatic Go. No matter your level of experience, you'll learn how to think like a Go developer. Author Jon Bodner explains the rationale behind the Go team's design decisions and reveals design patterns that experienced Go developers have adopted. You'll learn how to structure your project and choose the proper tools and libraries to create successful software. Learn how to write idiomatic code in Go and design a Go project Understand the reasons for the design decisions in Go Set up a Go development environment for a solo developer or team Explore which libraries to select when solving problems Learn how Go's features allow the language to run efficiently Know which Go features you should use sparingly, or not at all
    Note: Online resource; Title from title page (viewed May 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
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  • 9
    Online Resource
    Online Resource
    Data Governance : The Definitive Guide (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (50 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: As your company moves data to the cloud, you need to consider a comprehensive approach to data governance, along with well-defined and agreed-upon policies to ensure you meet compliance. Data governance incorporates the ways that people, processes, and technology work together to support business efficiency. With this practical guide, chief information, data, and security officers will learn how to effectively implement and scale data governance throughout their organizations. You'll explore how to create a strategy and tooling to support the democratization of data and governance principles. Through good data governance, you can inspire customer trust, enable your organization to extract more value from data, and generate more-competitive offerings and improvements in customer experience. This book shows you how. Enable auditable legal and regulatory compliance with defined and agreed-upon data policies Employ better risk management Establish control and maintain visibility into your company's data assets, providing a competitive advantage Drive top-line revenue and cost savings when developing new products and services Implement your organization's people, processes, and tools to operationalize data trustworthiness
    Note: Online resource; Title from title page (viewed March 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
    MPI Ethno. Forsch.
  • 10
    Online Resource
    Online Resource
    Programming Rust, 2nd Edition (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (622 pages)
    Edition: 2nd edition
    Keywords: Electronic books ; local ; Electronic books
    Abstract: The Rust programming language offers the rare and valuable combination of statically verified memory safety and low-level control. Imagine C++ but without dangling pointers, null pointer dereferences, leaks, or buffer overruns. With this practical guide, systems programmers will understand Rust's rules clearly and economically. You'll learn how to express programs that Rust can prove are free of a broad class of common errors. Rust brings the benefits of an expressive modern type system to systems programming. Authors Jim Blandy and Jason Orendorff demonstrate how Rust's features put programmers in control over memory consumption and processor use, combining predictable performance with memory safety and trustworthy concurrency. You'll learn: How to write fast, safe, concurrent programs in Rust Rust's rules for managing memory efficiently, including ownership, borrowing, moves, and lifetimes How to design interfaces that fit well into the Rust ecosystem Rust's all-purpose Cargo tool for building, testing, and managing Rust packages High-level features like traits, generics, closures, and iterators that make Rust productive and flexible
    Note: Online resource; Title from title page (viewed May 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    MPI Ethno. Forsch.
  • 11
    Online Resource
    Online Resource
    Mastering Kafka Streams and ksqlDB (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (84 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Working with unbounded and fast-moving data streams has historically been difficult. But with Kafka Streams and ksqlDB, building stream processing applications is easy and fun. This practical guide explores the world of real-time data systems through the lens of these popular technologies and explains important stream processing concepts against a backdrop of interesting business problems. Mitch Seymour, senior data systems engineer at Mailchimp, introduces you to both Kafka Streams and ksqlDB so that you can choose the best tool for each unique stream processing project. Non-Java developers will find the ksqlDB path to be an especially gentle introduction to stream processing. In this book, you'll learn: Basic and advanced uses of Kafka Streams and ksqlDB How to transform, enrich, and process event streams How to build both stateless and stateful stream processing applications The different notions of time and the role it plays in stream processing How to to build event-driven microservices on top of continuous event streams Features, operational characteristics, deployment patterns, and configuration tips for both technologies
    Note: Online resource; Title from title page (viewed March 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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  • 12
    Online Resource
    Online Resource
    Machine Learning Design Patterns (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (158 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: The design patterns in this book capture best practices and solutions to recurring problems in machine learning. Authors Valliappa Lakshmanan, Sara Robinson, and Michael Munn catalog the first tried-and-proven methods to help engineers tackle problems that frequently crop up during the ML process. These design patterns codify the experience of hundreds of experts into advice you can easily follow. The authors, three Google Cloud engineers, describe 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the most appropriate remedy for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure that models are treating users fairly
    Note: Online resource; Title from title page (viewed February 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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  • 13
    Online Resource
    Online Resource
    Distributed Node.js (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (136 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Node.js is used by many companies for building performant backend services without sacrificing developer efficiency. Thanks to its approachable API and familiar syntax, Node.js is loved by engineers and used by startups and Fortune 500s alike. Backed by the world's largest package repository, its enterprise foothold is only expected to grow. In this hands-on guide, author Thomas Hunter II proves that Node.js is just as capable as traditional enterprise platforms for building services that are observable, scalable, and resilient. Intermediate to advanced Node.js developers will find themselves integrating application code with a breadth of tooling from each layer of a modern service stack. Learn why running redundant copies of the same Node.js service is necessary Know which protocol to choose, depending on the situation Fine-tune your application containers for use in production Track down errors in a distributed setting to determine which service is at fault Simplify app code and increase performance by offloading work to a reverse proxy Build dashboards to monitor service health and throughput Find out why so many different tools are required when operating in an enterprise environment
    Note: Online resource; Title from title page (viewed April 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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  • 14
    Online Resource
    Online Resource
    AI-First Healthcare (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (69 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: AI is poised to transform every aspect of healthcare, including the way we manage personal health from customer experience and clinical care to healthcare cost reductions. This practical book is one of the first to describe present and future use cases where AI can help solve pernicious healthcare problems. Kerrie Holley and Siupo Becker provide guidance to help informatics and healthcare leadership create AI strategy and implementation plans for healthcare. With this book, business stakeholders and practitioners will be able to build knowledge, a road map, and the confidence to support AI in their organizations-without getting into the weeds of algorithms or open source frameworks. Cowritten by an AI technologist and a medical doctor who leverages AI to solve healthcare's most difficult challenges, this book covers: The myths and realities of AI, now and in the future Human-centered AI: what it is and how to make it possible How to use various AI technologies to go beyond precision medicine Delivering patient care using the IoT and ambient computing with AI How AI can help reduce waste in healthcare AI strategy and identifying high-priority AI applications
    Note: Online resource; Title from title page (viewed February 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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  • 15
    Online Resource
    Online Resource
    AI and Machine Learning for Coders (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (41 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: If you're looking to make a career move from programmer to AI specialist, this is the ideal place to start. Based on Laurence Moroney's extremely successful AI courses, this introductory book provides a hands-on, code-first approach to help you build confidence while you learn key topics. You'll understand how to implement the most common scenarios in machine learning, such as computer vision, natural language processing (NLP), and sequence modeling for web, mobile, cloud, and embedded runtimes. Most books on machine learning begin with a daunting amount of advanced math. This guide is built on practical lessons that let you work directly with the code. You'll learn: How to build models with TensorFlow using skills that employers desire The basics of machine learning by working with code samples How to implement computer vision, including feature detection in images How to use NLP to tokenize and sequence words and sentences Methods for embedding models in Android and iOS How to serve models over the web and in the cloud with TensorFlow Serving
    Note: Online resource; Title from title page (viewed April 25, 2021) , Mode of access: World Wide Web.
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  • 16
    Online Resource
    Online Resource
    Reinforcement Learning (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (92 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local ; Electronic books
    Abstract: Reinforcement learning (RL) will deliver one of the biggest breakthroughs in AI over the next decade, enabling algorithms to learn from their environment to achieve arbitrary goals. This exciting development avoids constraints found in traditional machine learning (ML) algorithms. This practical book shows data science and AI professionals how to perform the reinforcement process that allows a machine to learn by itself. Author Dr. Phil Winder of Winder Research covers everything from basic building blocks to state-of-the-art practices. You'll explore the current state of RL, focusing on industrial applications, and learn numerous algorithms, frameworks, and environments. This is no cookbook-it doesn't shy away from math and expects familiarity with ML. Learn what RL is and how the algorithms help solve problems Become grounded in RL fundamentals including Markov decision processes, dynamic programming, and temporal difference learning Dive deep into value methods and policy gradient methods Apply advanced RL implementations such as meta learning, hierarchical learning, evolutionary algorithms, and imitation learning Understand cutting-edge deep RL algorithms including Rainbow, PPO, TD3, SAC, and more Get practical examples through the accompanying Git repository
    Note: Online resource; Title from title page (viewed March 25, 2021) , Mode of access: World Wide Web.
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  • 17
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    Online Resource
    React : Up & Running, 2nd Edition (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (222 pages)
    Edition: 2nd edition
    Keywords: Electronic books ; local ; Electronic books
    Abstract: Hit the ground running with React, the open-source technology from Facebook for building rich web applications fast. With the second edition of this practical guide, Stoyan Stefanov-designer of the YSlow 2.0 performance tool-shows you how to build React components and organize them into maintainable, large-scale apps. If you're familiar with basic JavaScript syntax, you're ready to get started. Through the course of the book, web developers and programmers will build a complete custom app that lets you store data on the client. You'll quickly learn why some developers consider React the key to the web app development puzzle.
    Note: Online resource; Title from title page (viewed July 25, 2021) , Mode of access: World Wide Web.
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  • 18
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    Online Resource
    Building Microservices, 2nd Edition (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (400 pages)
    Edition: 2nd edition
    Keywords: Electronic books ; local
    Abstract: Distributed systems have become more fine-grained as organizations shift from code-heavy monolithic applications to smaller, self-contained microservices. But developing these systems brings its own set of problems. With lots of examples and practical advice, this expanded second edition takes a holistic view of the topics system architects and administrators must consider when building, managing, and evolving microservices architectures. Author Sam Newman provides you with a firm grounding in the concepts while diving into the latest solutions for modeling, integrating, testing, deploying, and monitoring your own autonomous services. Through real-world examples, you'll learn how organizations worldwide are getting the most out of these architectures. Microservices technologies are moving quickly. This book brings you up to speed. Get new information on user interfaces, container orchestration, and serverless Use microservices to align system design with your organization's goals Explore options for integrating a service with the rest of your system Take an incremental approach when splitting monolithic codebases Deploy individual microservices through continuous integration Examine the complexities of testing and monitoring distributed services Manage security with expanded content around user-to-service and service-to-service models Understand the challenges of scaling microservices architectures
    Note: Online resource; Title from title page (viewed July 25, 2021) , Mode of access: World Wide Web.
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  • 19
    Online Resource
    Online Resource
    React Cookbook (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (76 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: React helps you create and work on an app in just a few minutes, but learning how to put all the pieces together is hard. How do you validate a form? Or implement a complex multistep user action without writing messy code? How do you test your code? Make it reusable? Wire it to a backend? Keep it easy to understand? The React Cookbook delivers answers fast. Many books teach you how to get started, understand the framework, or use a component library with React, but very few provide examples to help you solve particular problems. This easy-to-use cookbook includes the example code developers need to unravel the most common problems when using React, categorized by topic area and problem. You'll learn how to: Create a single-page application in React using a rich UI Structure code that can be worked on by large teams Integrate with backend services such as REST and GraphQL Use offline caching with technologies such as Redux or MobX Secure applications with technologies such as OAuth Deal with bugs and avoid common functional and performance problems
    Note: Online resource; Title from title page (viewed October 25, 2021) , Mode of access: World Wide Web.
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  • 20
    Online Resource
    Online Resource
    Python for Excel (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (200 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: While Excel remains ubiquitous in the business world, recent Microsoft feedback forums are full of requests to include Python as an Excel scripting language-in fact, it's the top feature requested. What makes this combination so compelling? In this hands-on guide, Felix Zumstein-creator of xlwings, a popular open source package that allows the automation of Excel with Python-shows experienced Excel users how to integrate these two worlds efficiently. Excel has added quite a few new capabilities over the past couple of years, but its automation language, VBA, stopped evolving a long time ago. Many Excel power users have already adopted Python for their daily automation tasks. This guide gets you started. Use Python without previous programming knowledge Get started with modern tools, including Jupyter notebooks and Visual Studio Code Use pandas to acquire, clean, and analyze data and replace typical Excel calculations Automate tedious tasks like consolidation of Excel workbooks and production of Excel reports Use xlwings to build interactive Excel tools that use Python as a calculation engine Connect Excel to databases and CSV files and fetch data from the internet using Python code Write unit tests in Python to build solid spreadsheets
    Note: Online resource; Title from title page (viewed July 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Hands-On Data Visualization (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (81 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Tell your story and show it with data, using free and easy-to-learn tools on the web. This introductory book teaches you how to design interactive charts and customized maps for your website, beginning with simple drag-and-drop tools such as Google Sheets, Datawrapper, and Tableau Public. You'll also gradually learn how to edit open source code templates like Chart.js, Highcharts, and Leaflet on GitHub. Hands-On Data Visualization for All takes you step-by-step through tutorials, real-world examples, and online resources. This hands-on resource is ideal for students, nonprofit organizations, small business owners, local governments, journalists, academics, and anyone who wants to take data out of spreadsheets and turn it into lively interactive stories. No coding experience is required. Build interactive charts and maps and embed them in your website Understand the principles for designing effective charts and maps Learn key data visualization concepts to help you choose the right tools Convert and transform tabular and spatial data to tell your data story Edit and host Chart.js, Highcharts, and Leaflet map code templates on GitHub Learn how to detect bias in charts and maps produced by others
    Note: Online resource; Title from title page (viewed April 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Data Pipelines Pocket Reference (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (110 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Data pipelines are the foundation for success in data analytics and machine learning. Moving data from many diverse sources and processing it to provide context is the difference between having data and actually gaining value from it. This pocket reference defines data pipelines and explains how they work in today's modern data stack. You'll learn common considerations and key decision points when implementing pipelines, such as data pipeline design patterns, data ingestion implementation, data transformation, the orchestration of pipelines, and build versus buy decision making. This book addresses the most common decisions made by data professionals and discusses foundational concepts that apply to open source frameworks, commercial products, and homegrown solutions. You'll learn: What a data pipeline is and how it works How data is moved and processed on modern data infrastructure, including cloud platforms Common tools and products used by data engineers to build pipelines How pipelines support machine learning and analytics needs Considerations for pipeline maintenance, testing, and alerting
    Note: Online resource; Title from title page (viewed May 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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  • 23
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    OpenShift in Production (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (41 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Selling your CTO on the merits of OpenShift and Kubernetes is only the beginning. When it comes to operating and scaling OpenShift, you need to understand how to manage and expose resources to application teams and how to continuously deliver changes to applications running in these environments. With this practical book, new and experienced developers and operators will learn specific techniques and examples for operationalizing OpenShift and Kubernetes in the enterprise. Industry experts Michael Elder, Jake Kitchener, and Brad Topol show you how to run OpenShift and Kubernetes in production and deliver your applications to a highly available, secure, and scalable platform. You'll learn how to build a strong foundation in advanced cluster operational topics, such as tenancy management, scheduling and capacity management, cost management, continuous delivery, and more. This book shows you how to: Manage multiple teams in their use of OpenShift and Kubernetes Promote the efficient use of data center resources Deliver highly available applications and services Manage application tenancy throughout the enterprise Provide multicluster management and high availability Apply continuous updates to OpenShift and Kubernetes Devise and deliver disaster recovery strategies
    Note: Online resource; Title from title page (viewed December 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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  • 24
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    AI Superstream : Responsible AI (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc.
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 39 min.)
    Edition: 1st edition.
    DDC: 006.3/1
    Keywords: Streaming video ; Internet videos ; Vidéo en continu ; Vidéos sur Internet ; streaming video ; Internet videos ; Streaming video ; Electronic videos
    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)
    URL: lizenzpflichtig
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  • 25
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    Introducing MLOps (2021)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (26 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Instead, many of these ML models do nothing more than provide static insights in a slideshow. If they aren't truly operational, these models can't possibly do what you've trained them to do. This book introduces practical concepts to help data scientists and application engineers operationalize ML models to drive real business change. Through lessons based on numerous projects around the world, six experts in data analytics provide an applied four-step approach-Build, Manage, Deploy and Integrate, and Monitor-for creating ML-infused applications within your organization. You'll learn how to: Fulfill data science value by reducing friction throughout ML pipelines and workflows Constantly refine ML models through retraining, periodic tuning, and even complete remodeling to ensure long-term accuracy Design the ML Ops lifecycle to ensure that people-facing models are unbiased, fair, and explainable Operationalize ML models not only for pipeline deployment but also for external business systems that are more complex and less standardized Put the four-step Build, Manage, Deploy and Integrate, and Monitor approach into action
    Note: Online resource; Title from title page (viewed February 25, 2021) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    What Is DesignOps? (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (48 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Design is no longer a value-add that only some companies choose to afford. In today's marketplace it's a valuable strategic contributor for every organization. But getting the most value out of a design practice requires that these same organizations create an intentional operational practice-design operations (DesignOps). This comprehensive report provides an introduction to DesignOps along with practical patterns for using it within your organization. Author Dave Malouf takes you through DesignOps concepts, components, methods, and tools and shows you how to put them to work. Operationalize your design practices and demonstrate and amplify the value of design for your company and customers alike. Explore frameworks, including the DesignOps Canvas and Projects, Process, People, to help you better understand DesignOps practices and create your own Understand the pieces that make up DesignOps, from human resources to delivery management, culture, and more Learn the role Agile can play in DesignOps Dive into common metrics to help determine the health of your design organization Discover how to assess the effectiveness of design operations in meeting goals
    Note: Online resource; Title from title page (viewed February 25, 2020) , Mode of access: World Wide Web.
    URL: https://learning.oreilly.com/library/view/-/9781492083023/?ar
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    The Software Architect Elevator (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (328 pages)
    Edition: 1st edition
    Keywords: Electronic books ; 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 page (viewed March 3, 2020) , Mode of access: World Wide Web.
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    The Contributor in InnerSource (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 30 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    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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    SRE with Java Microservices (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (300 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: In a microservices architecture, the whole is indeed greater than the sum of its parts. But in practice, individual microservices can inadvertently impact others and alter the end user experience. Effective microservices architectures require standardization on an organizational level with the help of a platform engineering team. This practical book provides a series of progressive steps that platform engineers can apply technically and organizationally to achieve highly resilient Java applications. Author Jon Schneider covers many effective SRE practices from companies leading the way in microservices adoption. You'll examine several patterns that were created after much trial and error in recent years, complete with Java code examples. Chapters are organized according to specific patterns, including: Application Metrics: Availability, debuggability, and Micrometer Debugging with observability: Three pillars of observability; components of a distributed trace Charting and alerting: Building effective charts; KPIs for Java microservices Safe multi-cloud delivery: Automated canary analysis Source code observability: The problem of dependencies; API utilization Traffic management: Concurrency of systems; platform, gateway, and client-side load balancing
    Note: Online resource; Title from title page (viewed December 25, 2020) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Spotlight on Innovation : Blockchain for Intellectual Property with Saga Arvidsdotter (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    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.
    Note: Online resource; Title from title screen (viewed February 28, 2020) , Mode of access: World Wide Web.
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    Getting Started with Bazel (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (45 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: One of the newer players in the build tool field is Bazel, the open source variant of Google's powerful internal build tool Blaze. After years of refinement, the first production-ready version, Bazel 1.0, was released in October 2019. Is this tool right for your organization? This report explores the use cases, features, and usability concerns of Bazel, including its benefits and shortcomings. Author Benjamin Muschko uses concrete Java-based examples to give you a first taste of Bazel's syntax and functionality. The report also covers advanced features like remote caching and execution. You'll be able to determine hands-on if Bazel is a good fit for your organization and come away with the knowledge and resources to start using this versatile, polyglot build tool for your project. Set up a Java-based project, compile the source code, and run the application Define dependencies on other packages and external libraries Perform automated tests for Java test code Extend Bazel's built-in capabilities by custom functionality Improve build performance and scalability through remote caching and execution Execute Bazel projects on continuous integration servers
    Note: Online resource; Title from title page (viewed March 25, 2020) , Mode of access: World Wide Web.
    URL: https://learning.oreilly.com/library/view/-/9781492077107/?ar
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    Analytical Thinking for AI and Data Science (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (48 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: While several market-leading companies have successfully transformed through data- and AI-driven approaches to business, the vast majority have yet to reap the benefits. How can your business and analytics units gain a competitive advantage by capturing the potential of this predictive revolution? This practical guide presents a battle-tested method to help you translate business decisions into tractable descriptive, predictive, and prescriptive problems. Author Daniel Vaughan shows practitioners of data science and others interested in using AI not only how to ask the right questions but also how to generate value from data and analytics using modern AI technologies and decision theory principles. You'll explore several use cases common to many enterprises, complete with examples you can apply when working to solve your own issues. With this book, you'll learn how to: Break business decisions into stages and use predictive or prescriptive methods on each stage Identify human biases when working with uncertainty Customize optimal decisions to different customers using predictive and prescriptive methods Ask business questions with high potential for value creation through AI and data-driven methods Simplify complexity to tackle difficult business decisions with current predictive and prescriptive technologies
    Note: Online resource; Title from title page (viewed September 25, 2020) , Mode of access: World Wide Web.
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    Meet the Expert : Yves Hilpisch on Artificial Intelligence in Finance (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    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.
    Note: Online resource; Title from title screen (viewed May 27, 2020) , Mode of access: World Wide Web.
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    Meet the Expert : Roger Magoulas on AI Adoption in the Enterprise in 2020 (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    Meet the Expert : Jimmy Song on Why Bitcoin Matters (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 59 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    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.
    Note: Online resource; Title from title screen (viewed June 3, 2020) , Mode of access: World Wide Web.
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    Mastering Cloud Operations (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (300 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Many companies have moved workloads to the cloud only to encounter issues with legacy processes and organizational structures. How do you design new operating models for this environment? This practical book shows IT managers, CIOs, and CTOs how to address the hardest part of any cloud transformation: the people and the processes. Author Mike Kavis ( Architecting the Cloud ) explores lessons learned from enterprises in the midst of cloud transformations. You'll learn how to rethink your approach from a technology, process, and organizational standpoint to realize the promise of cost optimization, agility, and innovation that public cloud platforms provide. Learn the difference between a working in a datacenter vs operating in the cloud Explore patterns and anti-patterns for organizing cloud operating models Get best practices for making the organizational change required for a move to the cloud Understand why Site Reliability Engineering is essential for cloud operations Improve organizational performance through value stream mapping Learn how companies are proactively ensuring compliance in the cloud
    Note: Online resource; Title from title page (viewed December 25, 2020) , Mode of access: World Wide Web.
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    Lean AI (Audio Book) (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    JavaScript Cookbook, 3rd Edition (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (650 pages)
    Edition: 3rd edition
    Keywords: Electronic books ; local
    Abstract: Why reinvent the wheel every time you run into a problem with JavaScript? This cookbook is chock-full of code recipes that address common programming tasks as well as techniques for building components and apps that work in any browser. This cookbook provides adaptable code samples that you can easily add to almost any project. You'll get the job done faster and learn more about JavaScript in the process. You'll also learn how to take advantage of the latest features in ECMAScript 2015 and beyond, including the new JavaScript data structures, progressive web apps, generator functions, and more. Authors John Paxton, Adam Scott, and Shelley Powers provide recipes to help you use these features to build high-quality application interfaces. Create interactive web and desktop applications Work with JavaScript types, such as strings, numbers, and Booleans Improve your understanding of JavaScript functions, including arrow functions and generators Work with rich media in JavaScript, including audio, video, and SVGs Leverage the latest and greatest JavaScript libraries to rapidly prototype applications Use JavaScript anywhere with Node.js Access and manipulate remote data with REST, GraphQL, and Fetch Fully realize the capabilities of maps, sets, arrays, and iterables Perform asynchronous operations with Promises and async/await
    Note: Online resource; Title from title page (viewed November 25, 2020) , Mode of access: World Wide Web.
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    Meet the Expert : Tim O'Reilly and David Heinemeier Hansson (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    Meet the Expert : Lee Atchison on the Cloud Mistakes You Didn't Know You Were About to Make (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    Continuous Delivery in the Wild (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (35 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Software delivery practices are constantly improving as companies apply the philosophy of continuous delivery to deploy and release changes quickly, safely, and predictably. Most teams, however, hit roadblocks in the process. This report examines 10 organizations that have implemented continuous delivery in the real world. These case studies demonstrate how branching strategy, environment design, release management, and the software delivery lifecycle can have significant impact on your journey toward continuous delivery. Software engineering managers, senior developers, and architects will explore common approaches that most companies in these case studies found useful. Software delivery expert Pete Hodgson provides actionable ideas for implementing or improving continuous delivery within your own organization, including multiple ways to achieve the same goal. Learn continuous delivery practices in healthcare, real estate, online retail, financial services, and other industries Understand the differences between trunk-based and branch-based delivery modes Explore how autonomy within product delivery teams boosts continuous delivery programs Learn how continuous delivery can work for companies with either service-oriented or monolithic architectures Discover the advantages of investing in a delivery platform that provides self-service tooling to product engineers
    Note: Online resource; Title from title page (viewed April 25, 2020) , Mode of access: World Wide Web.
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    A Developer's Guide to Building AI Applications, 2nd Edition (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (42 pages)
    Edition: 2nd edition
    Keywords: Electronic books ; local
    Abstract: AI is everywhere. Once the sole domain of researchers and institutions, this technology has emerged in a wide variety of areas, including network infrastructure, platforms, and services. With AI, software developers now have the means to build a variety of intelligent solutions. This report lets you check out AI's possibilities hands-on. You'll learn how to create a virtual assistant-a conversational AI application that can understand language, perceive vast amounts of information, and respond intelligently. Authors Elaine Chang and Darren Jefford will guide you through the many AI resources and capabilities now available to developers. Jump in and discover powerful and innovative ways to approach hard-to-solve problems. You'll explore: How artificial intelligence works in the cloud Azure AI's services, infrastructure, and tools for developing AI apps Microsoft's Bot Framework ecosystem and the lifecycle of conversational AI app development How to use Bot Framework to deliver tailored conversational assistant experiences Expert guidance for developing your conversational AI app Channels and adapters that help conversational experiences reach end users Analytics tools for conversational AI applications How Azure AI encourages you to create responsible and trustworthy solutions
    Note: Online resource; Title from title page (viewed April 15, 2020) , Mode of access: World Wide Web.
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    90 Minutes on Moving through Crisis to Recovery (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    21 Technologies for the 21st Century (Part 2 : The New Normal) (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (35 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Welcome to the new normal. In part two of his essay series, 21 Technologies for the 21st Century, Tim O'Reilly examines seven technologies that almost seem like "old news" but are now exploding into the mainstream. This is how change happens: "gradually then suddenly." Inspired by his essay "Welcome to the 21st Century," this four-part series explores 21 technologies that are reshaping the world. Each essay in this series focuses on skills that will increase your ability to respond to these impending changes. You'll also learn about resources on O'Reilly online learning that will help you acquire these skills. The complete essay series includes: Table Stakes -Fundamental skills that should be part of any robust strategy for dealing with changes that lie ahead The New Normal -Established technologies still in the early stage of adoption that are already accelerating into the mainstream The Future Is Knocking -Market opportunities that have the power to utterly transform our economy. What will be the next Silicon Valley? Wild Cards -Technology breakthroughs that could open up new opportunities that, at present, are just the stuff of science fiction Explore "The New Normal" and continue your journey into 21 technologies that will help all of us face this challenging and uncertain future.
    Note: Online resource; Title from title page (viewed June 22, 2020) , Mode of access: World Wide Web.
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    OSCON Open Source Software Superstream Series : Cloud Strategies and Implementation (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    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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    Meet the Experts : Mark Richards and Neal Ford on the Journey from Developer to Software Architect (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    Spotlight on Cloud : Reliable Product Launches with David Huska and Stephen Thorne (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 2 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    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.
    Note: Online resource; Title from title screen (viewed February 12, 2020) , Mode of access: World Wide Web.
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    Semantic Modeling for Data (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (36 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Perhaps you're an information architect on a mission to make your organization's data more understandable and usable across applications. Or a knowledge engineer working to infuse domain knowledge into the next Alexa or Siri. Or a machine learning expert having difficulty obtaining the right data for your models. If you pursue these or similar tasks, this is your book. Author Panos Alexopoulos takes you on an eye-opening journey through semantic data modeling as applied in the real world. You'll learn how to master this craft and increase the usability and value of your data and applications. With this practical and comprehensive field guide, you'll understand the pitfalls to avoid and dilemmas to overcome to build high-quality and valuable semantic representations of data. Examine the quirks and challenges of semantic data modeling and learn how to leverage the right frameworks and tools Avoid mistakes and bad practices that can undermine your efforts to create good data models Learn about model development dilemmas, including representation, expressiveness and content, development, and governance Organize and execute semantic data initiatives in your organization to tackle technical, strategic, and organizational challenges
    Note: Online resource; Title from title page (viewed November 25, 2020) , Mode of access: World Wide Web.
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    Mastering Corda (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (350 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Get a consistent, linear pathway for learning Corda and building CorDapps. With Mastering Corda , everyone from beginners to Corda warriors will learn how to build blockchain and Corda skills while exploring the nuances of developing real-world decentralized and distributed applications. You'll learn Corda's big picture and value proposition as well as its deeper intricacies. As a distributed ledger and smart contract platform, Corda shares several characteristics with blockchain-except Corda is designed for use cases such as finance, supply chains, healthcare, trade finance, and digital investment that require a high-volume of transactions, scalability, and data privacy. If you have basic Java skills, this book will help you understand blockchain and show you how to build decentralized applications-or CorDapps. Jamiel Sheikh, founder and CEO of Chainhaus, helps you: Gain knowledge and experience with tools to become a blockchain developer Understand Corda's value proposition and alignment with business strategy Dive deep into Corda's architecture and blockchain fundamentals Contrast Corda with Bitcoin, Ethereum, and Hyperledger Build real-world token and payment applications Perform data analytics and machine learning on Corda nodes Develop a CorDapp hands-on using sample code
    Note: Online resource; Title from title page (viewed October 25, 2020) , Mode of access: World Wide Web.
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    gRPC : Up and Running (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (202 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Get a comprehensive understanding of gRPC fundamentals through real-world examples. With this practical guide, you'll learn how this high-performance interprocess communication protocol is capable of connecting polyglot services in microservices architecture, while providing a rich framework for defining service contracts and data types. Complete with hands-on examples written in Go, Java, Node, and Python, this book also covers the essential techniques and best practices to use gRPC in production systems. Authors Kasun Indrasiri and Danesh Kuruppu discuss the importance of gRPC in the context of microservices development.
    Note: Online resource; Title from title page (viewed January 30, 2020) , Mode of access: World Wide Web.
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    Building Intelligent Apps with Cognitive APIs (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (94 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Until recently, training and deploying AI models required months of development and a deep understanding of machine learning. No longer. With cognitive APIs, you can infuse your apps, websites, and bots with intelligence using just a few simple lines of code. This practical report introduces cognitive APIs, examines the current landscape, and demonstrates how software developers can work with Microsoft Azure Cognitive Services to create intelligent applications within minutes. Anand Raman and Chris Hoder from Microsoft's AI platform team show how to bring intelligence to your applications without training or hosting your own models. Along the way, you'll work with C# code samples to build intelligent applications using computer vision, text analytics, and conversational samples. If you have a basic understanding of the Azure platform, you're ready to get started. Extract data from images with Azure's powerful vision services Produce speech models for speech-to-text, text-to-speech, and real-time translation services Analyze, understand, and translate text with Azure's language APIs Build apps that provide recommendations for informed and efficient decision making Use Bing APIs to search for images-or use an image to conduct a search Explore use cases that show how companies have used Azure Cognitive Services to transform their business offerings
    Note: Online resource; Title from title page (viewed February 25, 2020) , Mode of access: World Wide Web.
    URL: https://learning.oreilly.com/library/view/-/9781492058632/?ar
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    Building Event-Driven Microservices (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (275 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Organizations today often struggle when trying to balance business requirements with ever-increasing volumes of data. Yet the need to take advantage of real-time data continues to grow among the most competitive digital industries. Conventional system architectures may not be up to the task. With this practical guide, you'll learn how to leverage large-scale data usage across the business units in your organization using the principles of event-driven microservices. Author Adam Bellemare takes you through the process of building a complete microservice-powered organization. You'll reconsider how data is produced, accessed, and used across your organization. Discover powerful yet simple patterns for unlocking the value of this data. Incorporate event-driven design and architectural principles into your own systems. And completely rethink how your organization delivers value by unlocking real-time access to data at scale. You'll learn: How to leverage event-driven architectures to deliver exceptional business value The role of microservices in supporting event-driven design Architectural patterns to ensure success both within and between teams in your organization Application patterns for developing powerful event-driven microservices
    Note: Online resource; Title from title page (viewed August 25, 2020) , Mode of access: World Wide Web.
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    Microservices : Up and Running (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (255 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Microservices architectures offer great benefits: faster change speeds, better scalability and cleaner, evolvable architectures. But, implementing your first Microservices architecture to get those rewards is difficult. How do you quickly educate your team on all the technical details of execution to maximize your chances of success? How do you survive the first year of bringing your microservices implementation to life? How do you improve your execution? Making the right implementation decisions is difficult and you don't have the luxury of time to find out if the decisions you are making are the right ones. This book offers a prescriptive guide for building a Microservices architecture to combat that uncertainty. Inside, you will find a step-by-step implementation journey mapped out based on the techniques and architectures that have been proven to work for Microservices systems. This book solves the following problems for users: What does a "good" microservices project look like? Are the decisions you're making for your project the "right" ones? How do you come up with a good microservices design that fits your own context as quickly as possible? Where should you spend time thinking/designing and where should you just implement "best practices"?
    Note: Online resource; Title from title page (viewed November 25, 2020) , Mode of access: World Wide Web.
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    ML Ops : Operationalizing Data Science (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (36 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Instead, many of these ML models do nothing more than provide static insights in a slideshow. If they aren't truly operational, these models can't possibly do what you've trained them to do. This report introduces practical concepts to help data scientists and application engineers operationalize ML models to drive real business change. Through lessons based on numerous projects around the world, six experts in data analytics provide an applied four-step approach-Build, Manage, Deploy and Integrate, and Monitor-for creating ML-infused applications within your organization. You'll learn how to: Fulfill data science value by reducing friction throughout ML pipelines and workflows Constantly refine ML models through retraining, periodic tuning, and even complete remodeling to ensure long-term accuracy Design the ML Ops lifecycle to ensure that people-facing models are unbiased, fair, and explainable Operationalize ML models not only for pipeline deployment but also for external business systems that are more complex and less standardized Put the four-step Build, Manage, Deploy and Integrate, and Monitor approach into action
    Note: Online resource; Title from title page (viewed April 25, 2020) , Mode of access: World Wide Web.
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    Meet the Expert : Nicole Sanchez on the Future of Diversity, Equity, and Inclusion in Tech (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    Kubeflow for Machine Learning (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (130 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: If you're training a machine learning model but aren't sure how to put it into production, this book will get you there. Kubeflow provides a collection of cloud native tools for different stages of a model's lifecycle, from data exploration, feature preparation, and model training to model serving. This guide helps data scientists build production-grade machine learning implementations with Kubeflow and shows data engineers how to make models scalable and reliable. Using examples throughout the book, authors Holden Karau, Trevor Grant, Ilan Filonenko, Richard Liu, and Boris Lublinsky explain how to use Kubeflow to train and serve your machine learning models on top of Kubernetes in the cloud or in a development environment on-premises. Understand Kubeflow's design, core components, and the problems it solves Learn how to set up Kubeflow on a cloud provider or on an in-house cluster Train models using Kubeflow with popular tools including scikit-learn, TensorFlow, and Apache Spark Learn how to add custom stages such as serving and prediction Keep your model up-to-date with Kubeflow Pipelines Understand how to validate machine learning pipelines
    Note: Online resource; Title from title page (viewed November 25, 2020) , Mode of access: World Wide Web.
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    Accelerating AI with Synthetic Data (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (62 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Recently, data scientists have found effective methods to generate high-quality synthetic data. That's good news for companies seeking large amounts of data to train and build artificial intelligence and machine learning models. This report provides an overview of synthetic data generation that not only focuses on business value and use cases but also provides some practical techniques for using synthetic data. Author Khaled El Emam, cofounder and Director of Replica Analytics and Professor at the University of Ottawa, helps data analytics leadership understand the options so they can get started building their own training sets. With the help of several industry use cases, you'll learn how synthetic data can accelerate machine learning projects in your company. As advances in synthetic data generation continue, broad adoption of this approach will quickly follow. Learn what synthetic data is and how it can accelerate machine learning model development Understand how synthetic data is generated-and why these datasets are similar to real data Explore the process and best practices for generating synthetic datasets Examine case studies of synthetic data use in industries including manufacturing, healthcare, financial services, and transportation Learn key requirements for future work and improvements to synthetic data
    Note: Online resource; Title from title page (viewed June 25, 2020) , Mode of access: World Wide Web.
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    97 Things Every Scrum Practitioner Should Know (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (276 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Improve your understanding of Scrum through the proven experience and collected wisdom of experts around the world. Based on real-life experiences, the 97 essays in this unique book provide a wealth of knowledge and expertise from established practitioners who have dealt with specific problems and challenges with Scrum. You'll find out more about the rules and roles of this framework, as well as tactics, strategies, specific patterns to use with Scrum, and stories from the trenches. You'll also gain insights on how to apply, tune, and tweak Scrum for your work. This guide is an ideal resource for people new to Scrum and those who want to assess and improve their understanding of this framework. "Scrum Is Simple. Just Use It As Is.," Ken Schwaber "The 'Standing Meeting,'" Bob Warfield "Specialization Is for Insects," James O. Coplien "Scrum Events Are Rituals to Ensure Good Harvest," Jasper Lamers "Servant Leadership Starts from Within," Bob Galen "Agile Is More than Sprinting," James W. Grenning
    Note: Online resource; Title from title page (viewed April 27, 2020) , Mode of access: World Wide Web.
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    21 Technologies for the 21st Century (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (25 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: In his insightful essay, "Welcome to the 21st Century," Tim O'Reilly made the case that COVID-19 marks the true beginning of changes that will reshape our future. Now, diving deeper into this topic, Tim presents a four-part companion series that explores 21 technological innovations he considers most important for reshaping the world in coming decades. Each essay in this new series-"21 Technologies for the 21st Century"-focuses on skills that will increase your ability to take advantage of these impending changes. You'll also learn about resources on the O'Reilly learning platform that will help you acquire these skills. Tim kicks off this essay series with "Table Stakes" to discuss the fundamental skills necessary to deal with changes that lie ahead. The complete essay series includes: Table Stakes-Fundamental skills that should be part of any robust strategy for dealing with changes that lie ahead The New Normal-Established technologies still in the early stage of adoption that are already accelerating into the mainstream The Future is Knocking-Market opportunities that have the power to utterly transform our economy. What will be the next Silicon Valley? Wild Cards-Technology breakthroughs that could open up new opportunities that, at present, are just the stuff of science fiction Get started with "Table Stakes" and dive deep into 21 technologies that will help all of us face this challenging and uncertain future.
    Note: Online resource; Title from title page (viewed June 12, 2020) , Mode of access: World Wide Web.
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    Meet the Expert : Marc Stickdorn on Service Design (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    Infrastructure & Ops Superstream Series : SRE Edition (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 32 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    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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    What Is WebAssembly? (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (47 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: While it may be hard to believe, WebAssembly is the very first new language and browser runtime since the introduction of JavaScript 25 years ago that's universally supported. And just like its predecessor, this young technology holds a lot of promise. Colin Eberhardt shares everything you need to get started with WebAssembly-including history and context, an introduction to modules, execution, runtime, and practical instructions for using it. He'll also take a look at what the future might hold, from serving as a runtime for blockchain (or standing on its own in that right) to serverless computing uses and much more. Delve into the beginnings of JavaScript and discover how WebAssembly differs Learn why WebAssembly matters and how to use it Find out how others have successfully applied this technology Explore WebAssembly in practice, including computer aided design, PDF rendering, 3D visualization, and more See what's ahead in terms of features and uses beyond the browser
    Note: Online resource; Title from title page (viewed January 25, 2020) , Mode of access: World Wide Web.
    URL: https://learning.oreilly.com/library/view/-/9781492076902/?ar
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    Training Site Reliability Engineers (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (114 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Learn how to train site reliability engineers at your organization in both general and domain-specific subject matter. With this detailed guide from Google's SRE team, you'll not only learn a set of training best practices Google uses for ramping up new SREs; you'll also explore use cases from smaller organizations that have successfully trained people for SRE (or SRE-like) functions. To be effective, your company should purposefully design SRE training to fit both your company's needs and your audience. While much of this report focuses on the specific experience of Google SRE, it explains the theory behind training design and presents best practices and lessons learned throughout the industry over the past several years. Explore several SRE training use cases, complete with optimal approaches and trade-offs Build training materials, experiences, and activities to onboard SREs and provide continuous education Dive into case studies that demonstrate SRE training in practice at both large and small organizations Use instructional design principles to develop the most effective learning solutions whether you're training brand-new SREs or experienced engineers Learn how to apply SRE principles to run an SRE training program consistently and reliably
    Note: Online resource; Title from title page (viewed February 25, 2020) , Mode of access: World Wide Web.
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    State of Healthcare Technology (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (45 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Few industries in this disruptive age are experiencing greater change than healthcare. From digitization to the rise of savvy and connected consumers, this industry is on the cusp of significant breakthroughs that will make it work better for everyone. With this report, written by experts at Optum Technology closely involved with emerging technologies, you'll examine the trends and changes revolutionizing healthcare. Technologies like virtual assistants, artificial intelligence, and the blockchain are changing the way consumers approach healthcare. Technical and business audiences-including healthcare industry executives, scientists, engineers, and investors-will learn how organizations such as UnitedHealth Group are driving change for consumers, providers, and payers alike. You'll examine: How growing healthcare costs and emerging technology impact healthcare and its consumers Game-changing technologies including blockchain, graph technologies, AI, deep learning, and the internet of things Real-world use cases that demonstrate how industries prudently apply these technologies to solve today's business problems Business case studies that reveal how emerging technologies can be used in the future What the healthcare industry might look like in the next five years
    Note: Online resource; Title from title page (viewed March 25, 2020) , Mode of access: World Wide Web.
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    Spotlight on Data : Refactoring a Million-Line Codebase with Maude Lemaire (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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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: 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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    Spotlight on Cloud : DevSecOps Lessons Learned with Zane Lackey (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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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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    Practical Synthetic Data Generation (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (175 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: One challenge with big data and other secondary analytics initiatives is getting access to large and diverse data. Secondary analytics allow insights beyond the questions that data initially collected can answer. This practical book introduces techniques for generating synthetic data-fake data generated from real data-that can provide secondary analytics to help you understand customer behaviors, develop new products, or generate new revenue. CTOs, CIOs, and directors of analytics will learn how synthetic data generation provides a way to make such data broadly available for secondary purposes while addressing many privacy concerns. Analysts will learn the principles and steps of synthetic data generation from real data sets. Business leaders will examine how synthetic data can help accelerate time to a solution.
    Note: Online resource; Title from title page (viewed July 25, 2020) , Mode of access: World Wide Web.
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    Practical AI on the Google Cloud Platform (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (400 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: AI is complicated, but cloud providers have stepped in to make it easier, offering free (or affordable) state-of-the-art models and training tools to get you started. In this book, AI novices will learn how to use Google's AI-powered cloud services to do everything from analyzing text, images, and video to creating a chatbot. Author Micheal Lanham takes you step-by-step through building models, training them, and then expanding on them to accomplish increasingly complex tasks. If you have a good grasp of math and the Python language, this book will get you up and running with Google Cloud Platform, whether you're looking to build a simple business AI application or an AI assistant. Learn key concepts for data science, machine learning, and deep learning Explore tools like Video AI, AutoML Tables, the Cloud Inference API, the Recommendations AI API, and BigQuery ML Perform image recognition using CNNs, transfer learning, and GANs Build a simple language processor using embeddings, RNNs, and Bidirectional Encoder Representations from Transformers (BERT) Use Dialogflow to build a chatbot Analyze video with automatic video indexing, face detection, and TF Hub
    Note: Online resource; Title from title page (viewed December 25, 2020) , Mode of access: World Wide Web.
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    Chaos Engineering (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (400 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: There's more to chaos engineering than deliberately breaking stuff in production. With this book, QA engineers as well as program and product managers will examine the theory, history, and implementation of this full-fledged software engineering discipline. Chaos experts Casey Rosenthal and Nora Jones will bring you up to speed on this practice for finding failures within your application, network, and infrastructure. As the software industry continues to move toward microservices and other complex, distributed systems, fewer people are able to hold a working picture of the entire system in their minds. Complexity can't be removed from these systems, but new methodologies allow engineers to navigate the complexity while optimizing for business goals such as feature velocity, performance, and fault tolerance. This book guides you through chaos engineering and demonstrates how this methodology can help you optimize for availability.
    Note: Online resource; Title from title page (viewed May 25, 2020) , Mode of access: World Wide Web.
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    The Evolving Role of the Data Engineer (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (60 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Companies working to become data driven often view data scientists as heroes, but that overlooks the vital role that data engineers play in the process. While data scientists focus on finding new insights from datasets, data engineers deal with preparation-obtaining, cleaning, and creating enhanced versions of the data an organization needs. In this report, Andy Oram examines how the role of data engineer has quickly evolved. DBAs, software engineers, developers, and students will explore the responsibilities of modern data engineers and the skills and tools necessary to do the job. You'll learn how to deal with software engineering concepts such as rapid and continuous development, automation and orchestration, modularity, and traceability. Decision makers considering a move to the cloud will also benefit from the in-depth discussion this report provides. This report covers: Major tasks of data engineers today The different levels of structure in data and ways to maximize its value Capabilities of third-party cloud options Tools for ingestion, transfer, and enrichment Using containers and VMs to run the tools Software engineering development Automation and orchestration of data engineering
    Note: Online resource; Title from title page (viewed April 25, 2020) , Mode of access: World Wide Web.
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    The Software Architect Elevator (Audio Book) (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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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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    The AI Ladder (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (223 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: AI may be the greatest opportunity of our time, with the potential to add nearly $16 trillion to the global economy over the next decade. But so far, adoption has been much slower than anticipated, or so headlines may lead you to believe. With this practical guide, business leaders will discover where they are in their AI journey and learn the steps necessary to successfully scale AI throughout their organization. Authors Rob Thomas and Paul Zikopoulos from IBM introduce C-suite executives and business professionals to the AI Ladder-a unified, prescriptive approach to help them understand and accelerate the AI journey. Complete with real-world examples and real-life experiences, this book explores AI drivers, value, and opportunity, as well as the adoption challenges organizations face. Understand why you can't have AI without an information architecture (IA) Appreciate how AI is as much a cultural change as it is a technological one Collect data and make it simple and accessible, regardless of where it lives Organize data to create a business-ready analytics foundation Analyze data, and build and scale AI with trust and transparency Infuse AI throughout your entire business and create intelligent workflows
    Note: Online resource; Title from title page (viewed April 30, 2020) , Mode of access: World Wide Web.
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    Meet the Expert : Kip Harkness and Tim O'Reilly on Turning Your City's COVID-19 Response into an Agile Action Plan (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    Meet the Expert : Jennifer Pahlka and Tim O'Reilly on Turbocharging Government's Response to the COVID-19 Crisis (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    Learning Dapr (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (200 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Get the authoritative guide on Dapr, the new distributed programming model that works with existing and new programming languages alike. Written by the model's creators, this introduction shows you how Dapr not only unifies stateless, stateful, and actor programming models but also runs everywhere-in the cloud or on the edge. Authors Haishi Bai and Yaron Schneider with Microsoft's Azure CTO team explain that with Dapr you don't need to include any SDKs or libraries in your user code. Instead, you automatically get flexible binding, state management, actor pattern, pub-sub, reliable messaging, and many more features. This book shows developers, architects, CIOs, students, and computing enthusiasts how to get started with Dapr.
    Note: Online resource; Title from title page (viewed September 25, 2020) , Mode of access: World Wide Web.
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    Expert Playlist : Government Moving at the Speed of Need (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    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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    C# 8.0 in a Nutshell (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (1099 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: When you have questions about C# 8.0 or .NET Core, this best-selling guide has the answers you need. C# is a language of unusual flexibility and breadth, but with its continual growth there's so much more to learn. In the tradition of the O'Reilly Nutshell guides, this thoroughly updated edition is simply the best one-volume reference to the C# language available today. Organized around concepts and use cases, C# 8.0 in a Nutshell provides intermediate and advanced programmers with a concise map of C# and .NET knowledge that also plumbs significant depths. Get up to speed on C#, from syntax and variables to advanced topics such as pointers, closures, and patterns Dig deep into LINQ with three chapters dedicated to the topic Explore concurrency and asynchrony, advanced threading, and parallel programming Work with .NET features, including regular expressions, networking, serialization, spans, reflection, and cryptography Delve into Roslyn, the modular C# compiler as a service
    Note: Online resource; Title from title page (viewed May 12, 2020) , Mode of access: World Wide Web.
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    Building the skills to succeed as a remote worker in 90 minutes (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    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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    97 Things Every Java Programmer Should Know (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (350 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: If you want to push your Java skills to the next level, this book provides expert advice from Java leaders and practitioners. You'll be encouraged to look at problems in new ways, take broader responsibility for your work, stretch yourself by learning new techniques, and become as good at the entire craft of development as you possibly can. Edited by Kevlin Henney and Trisha Gee, 97 Things Every Java Programmer Should Know reflects lifetimes of experience writing Java software and living with the process of software development. Great programmers share their collected wisdom to help you rethink Java practices, whether working with legacy code or incorporating changes since Java 8. A few of the 97 things you should know: "Behavior Is Easy, State Is Hard"-Edson Yanaga "Learn Java Idioms and Cache in Your Brain"-Jeanne Boyarsky "Java Programming from a JVM Performance Perspective"-Monica Beckwith "Garbage Collection Is Your Friend"-Holly K Cummins "Java's Unspeakable Types"-Ben Evans "The Rebirth of Java"-Sander Mak "Do You Know What Time It Is?"-Christin Gorman
    Note: Online resource; Title from title page (viewed May 22, 2020) , Mode of access: World Wide Web.
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    What's New In TensorFlow 2.x? (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (107 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Since its 2015 release, TensorFlow has become a de facto standard among enterprise AI technologies. This comprehensive report introduces the new features of TensorFlow 2.x and Keras to developers and data scientists with machine learning skills. Many companies consider TensorFlow 2.x to be a major step in building a one-stop shop for deep learning tasks they need to perform. Romeo Kienzler, chief data scientist at the IBM Center for Open Source Data and AI Technologies, and Jerome Nilmeier, a data scientist and developer at Spark Technology Center, explain how your company can benefit from the new TensorFlow functionality. After reading this report, you can determine objectively whether adopting or upgrading to TensorFlow 2.x is worth your while. You'll examine: Two key TensorFlow APIs: Tensor-based API and Keras The eager execution mode for natural Python programming without TensorFlow sessions tf.function and AutoGraph for creating TensorFlow code in pure Python that the TensorFlow execution engine can consume How Keras is now tightly integrated with the TensorFlow backend under the hood The TensorBoard visualization framework, which contains rich capabilities How TensorFlow accomplishes parallel neural network training and scoring TensorFlow 2.x features including API cleanup, improved model export, and TensorFlow Serving
    Note: Online resource; Title from title page (viewed July 24, 2020) , Mode of access: World Wide Web.
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    The Art of Leadership (Audio Book) (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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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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    Microservices Adoption in 2020 (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (21 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Everyone's talking about microservices. Who's actually doing it?
    Note: Online resource; Title from title page (viewed July 7, 2020) , Mode of access: World Wide Web.
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  • 83
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    iOS 14 Programming Fundamentals with Swift (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (680 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Move into iOS development by getting a firm grasp of its fundamentals, including the Xcode 12 IDE, Cocoa Touch, and the latest version of Apple's acclaimed programming language, Swift 5.3. With this thoroughly updated guide, you'll learn the Swift language, understand Apple's Xcode development tools, and discover the Cocoa framework. Explore Swift's object-oriented concepts Become familiar with built-in Swift types Dive deep into Swift objects, protocols, and generics Tour the lifecycle of an Xcode project Learn how nibs are loaded Understand Cocoa's event-driven design Communicate with C and Objective-C In this edition, catch up on the latest iOS programming features: Multiple trailing closures Code editor tabs New Simulator features Resources in Swift packages Logging and testing improvements And more! Once you master the fundamentals, you'll be ready to tackle the details of iOS app development with author Matt Neuburg's companion guide, Programming iOS 14 .
    Note: Online resource; Title from title page (viewed November 25, 2020) , Mode of access: World Wide Web.
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    Blueprints for Text Analytics Using Python (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (350 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Turning text into valuable information is essential for many businesses looking to gain a competitive advantage. There have been many improvements in natural language processing and users have a lot of options when choosing to work on a problem. However, it's not always clear which NLP tools or libraries would work for a business use-or which techniques you should use and in what order. This practical book provides theoretical background and real-world case studies with detailed code examples to help developers and data scientists obtain insight from text online. Authors Jens Albrecht, Sidharth Ramachandran, and Christian Winkler use blueprints for text-related problems that apply state-of-the-art machine learning methods in Python. If you have a fundamental understanding of statistics and machine learning along with basic programming experience in Python, you're ready to get started. You'll learn how to: Crawl and clean then explore and visualize textual data in different formats Preprocess and vectorize text for machine learning Apply methods for classification, topic analysis, summarization, and knowledge extraction Use semantic word embeddings and deep learning approaches for complex problems Work with Python NLP libraries like spaCy, NLTK, and Gensim in combination with scikit-learn, Pandas, and PyTorch
    Note: Online resource; Title from title page (viewed December 25, 2020) , Mode of access: World Wide Web.
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    Understanding Log Analytics at Scale (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (55 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: If enabled, logging captures almost every system process, event, or message in your software or hardware. But once you have all that data, what do you do with it? This report shows you how to use log analytics-the process of gathering, correlating, and analyzing that information-to drive critical business insights and outcomes. Drawing on real-world use cases, Matt Gillespie outlines the opportunities for log analytics and the challenges you may face-along with approaches for meeting them. Data architects and IT and infrastructure leads will learn the mechanics of log analytics and key architectural considerations for data storage. The report also offers nine key guideposts that will help you plan and design your own solutions to obtain the full value from your log data. Learn the current state of log analytics and common challenges See how log analytics is helping organizations achieve better business outcomes in areas such as cybersecurity, IT operations, and industrial automation Explore tools for log analytics, including Splunk, the Elastic stack, and Sumo Logic Understand the role storage plays in ensuring successful outcomes
    Note: Online resource; Title from title page (viewed February 13, 2020) , Mode of access: World Wide Web.
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    Spotlight on Data : The Ethics of Analytics with Bill Franks (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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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 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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    Spotlight on Cloud : Cybersecurity, Privacy, and GDPR with Bill Mew (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (1 video file, approximately 60 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    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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    Practical Fairness (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (62 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Fairness is an increasingly important topic as machine learning and AI more generally take over the world. While this is an active area of research, many realistic best practices are emerging at all steps along the data pipeline, from data selection and preprocessing to blackbox model audits. This book will guide you through the technical, legal, and ethical aspects of making your code fair and secure while highlighting cutting edge academic research and ongoing legal developments related to fairness and algorithms. There is mounting evidence that the widespread deployment of machine learning and artificial intelligence in business and government is reproducing the same biases we are trying to fight in the real world. For this reason, fairness is an increasingly important consideration for the data scientist. Yet discussions of what fairness means in terms of actual code are few and far between. This code will show you how to code fairly as well as cover basic concerns related to data security and privacy from a fairness perspective.
    Note: Online resource; Title from title page (viewed September 25, 2020) , Mode of access: World Wide Web.
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    Welcome to the 21st Century (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (24 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Just as the 20th century only truly began when events in 1914 ignited World War I, the 21st century begins with the arrival of COVID-19. The Great War toppled the existing order, the future was up for grabs, and the decisions made over the next three decades triggered crisis after crisis before eventually leading to a more prosperous world. COVID portends a similar sea change. In this report, Tim O'Reilly shows how to prepare for this cloudy future through scenario planning, a discipline for building strategies that are robust in the face of large-scale uncertainty. What institutions are likely to disappear altogether? What might rise to fill the void? What technologies might bend the curves? Pick up this report and learn how to navigate this time of crisis.
    Note: Online resource; Title from title page (viewed June 5, 2020) , Mode of access: World Wide Web.
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    The Value of AI-Powered Business Intelligence (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (24 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Artificial intelligence can yield powerful results when applied to business intelligence. Whether it's pattern recognition in words, numbers, and big datasets or optimizing processes and expediting outcomes, AI is becoming a critical business component. In this report, Michael Norris from IBM explains how to drive AI adoption in your company. What does it mean to infuse AI into BI? It means business users can discover actionable, easy-to-understand insights on their own, independently from IT-even while remaining within the organization's secure and governed IT architecture. Explore how AI in BI helps you to "get to the why" when analyzing and optimizing the insights you discover. Learn how AI-infused business intelligence: Enables line-of-business users to easily discover data-driven insights without requiring specialized data science expertise Allows users to ask questions in plain language with intuitive exploration tools to gain deeper insight into their data Provides recommended visualizations and dashboards to present compelling, concise, and explainable data Prepares datasets for analysis to free up IT analysts and line-of-business users
    Note: Online resource; Title from title page (viewed April 25, 2020) , Mode of access: World Wide Web.
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    Software Architecture Superstream Series : Software Architecture Fundamentals (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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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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    Meet the Expert : Scott Anthony on Pandemic Lessons Learned in Singapore (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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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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    Machine Learning and Data Science Blueprints for Finance (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (400 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Over the next few decades, machine learning and data science will transform the finance industry. With this practical book, analysts, traders, researchers, and developers will learn how to build machine learning algorithms crucial to the industry. You'll examine ML concepts and over 20 case studies in supervised, unsupervised, and reinforcement learning, along with natural language processing (NLP). Ideal for professionals working at hedge funds, investment and retail banks, and fintech firms, this book also delves deep into portfolio management, algorithmic trading, derivative pricing, fraud detection, asset price prediction, sentiment analysis, and robo-advisor and chatbot development. You'll explore real-life problems faced by practitioners and learn scientifically sound solutions supported by code and examples. This book covers: Supervised learning regression-based models for trading strategies, derivative pricing, and portfolio management Supervised learning classification-based models for credit default risk prediction, fraud detection, and trading strategies Dimensionality reduction techniques with case studies in portfolio management, trading strategy, and yield curve construction Algorithms and clustering techniques for finding similar objects, with case studies in trading strategies and portfolio management Reinforcement learning models and techniques used for building trading strategies, derivatives hedging, and portfolio management NLP techniques using Python libraries such as NLTK and scikit-learn for transforming text into meaningful representations
    Note: Online resource; Title from title page (viewed November 25, 2020) , Mode of access: World Wide Web.
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    Meet the Expert with Tim O'Reilly : Preparing for the Post-Covid Future (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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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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    Meet the Expert : Grady Booch on Software Architecture in the Age of AI (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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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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    Knative Cookbook (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (158 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Enterprise developers face several challenges when it comes to building serverless applications, such as integrating applications and building container images from source. With more than 60 practical recipes, this cookbook helps you solve these issues with Knative-the first serverless platform natively designed for Kubernetes. Each recipe contains detailed examples and exercises, along with a discussion of how and why it works. If you have a good understanding of serverless computing and Kubernetes core resources such as deployment, services, routes, and replicas, the recipes in this cookbook show you how to apply Knative in real enterprise application development. Authors Kamesh Sampath and Burr Sutter include chapters on autoscaling, build and eventing, observability, Knative on OpenShift, and more. With this cookbook, you'll learn how to: Efficiently build, deploy, and manage modern serverless workloads Apply Knative in real enterprise scenarios, including advanced eventing Monitor your Knative serverless applications effectively Integrate Knative with CI/CD principles, such as using pipelines for faster, more successful production deployments Deploy a rich ecosystem of enterprise integration patterns and connectors in Apache Camel K as Kubernetes and Knative components
    Note: Online resource; Title from title page (viewed April 9, 2020) , Mode of access: World Wide Web.
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    Cloud Adoption in 2020 (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
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    Language: English
    Pages: 1 online resource (24 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: The shift to the cloud is ongoing, and perhaps even accelerated by the COVID-19 pandemic.
    Note: Online resource; Title from title page (viewed May 15, 2020) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    MPI Ethno. Forsch.
  • 98
    Online Resource
    Online Resource
    AI Fairness (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (34 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Are human decisions less biased than automated ones? AI is increasingly showing up in highly sensitive areas such as healthcare, hiring, and criminal justice. Many people assume that using data to automate decisions would make everything fair, but that's not the case. In this report, business, analytics, and data science leaders will examine the challenges of defining fairness and reducing unfair bias throughout the machine learning pipeline. Trisha Mahoney, Kush R. Varshney, and Michael Hind from IBM explain why you need to engage early and authoritatively when building AI you can trust. You'll learn how your organization should approach fairness and bias, including trade-offs you need to make between model accuracy and model bias. This report also introduces you to AI Fairness 360, an extensible open source toolkit for measuring, understanding, and reducing AI bias. In this report, you'll explore: Legal, ethical, and trust factors you need to consider when defining fairness for your use case Different ways to measure and remove unfair bias, using the most relevant metrics for the particular use case How to define acceptable thresholds for model accuracy and unfair model bias
    Note: Online resource; Title from title page (viewed April 25, 2020) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    MPI Ethno. Forsch.
  • 99
    Online Resource
    Online Resource
    Strata Data & AI Superstream Series : Deep Learning (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 50 min.)
    Edition: 1st edition
    Keywords: Electronic videos ; local
    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.
    URL: lizenzpflichtig
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    MPI Ethno. Forsch.
  • 100
    Online Resource
    Online Resource
    Reengineering Patient Care with Artificial Intelligence (2020)
    [Erscheinungsort nicht ermittelbar] : O'Reilly Media, Inc. | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (25 pages)
    Edition: 1st edition
    Keywords: Electronic books ; local
    Abstract: Gain actionable insights into how machine learning, data analytics, and subgroup analysis can be applied to make clinical decision support (CDS) systems better at diagnosing and treating disease. In this report, Paul Cerrato, former editor of InformationWeek Healthcare, discusses the algorithms that healthcare executives, technologists, and physician leaders need to construct these diagnostic and therapeutic systems. To illustrate the power of AI, this report also delves into several cutting-edge IT initiatives at Mayo Clinic designed to improve diagnosis and management of clinical depression, cardiovascular disease, and cancer. Each of these projects can serve as the impetus for entrepreneurs to create similar products and services. Three primary takeaways from this report include: How to develop a better understanding of computer-enabled diagnostic tools to help clinicians address the misdiagnosis epidemic that now exists in medicine How advanced data analytics can radically transform CDS systems to provide more individualized diagnostic and treatment advice Why Mayo Clinic use cases will inspire industry innovators to create similar tools and help investors determine which projects have the greatest chance of succeeding
    Note: Online resource; Title from title page (viewed June 25, 2020) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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