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  • Safari, an O'Reilly Media Company.  (9)
  • Safari, an O’Reilly Media Company  (6)
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  • MATHEMATICS ; Probability & Statistics ; General
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  • 1
    Online Resource
    Online Resource
    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
    URL: lizenzpflichtig
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    Online Resource
    MPI Ethno. Forsch.
  • 2
    Online Resource
    Online Resource
    C++20 Fundamentals (2020)
    [Erscheinungsort nicht ermittelbar] : Pearson | Boston, MA : Safari
    Details
    ISBN: 9780136875185 , 0136875181
    Language: English
    Pages: 1 online resource (1 video file, approximately 10 hr., 20 min.)
    Edition: 1st edition
    Keywords: Internet videos ; Streaming video ; Electronic videos ; local ; Electronic videos ; Vidéo en continu ; streaming video ; Internet videos ; Streaming video ; Vidéos sur Internet
    Abstract: Sneak Peek The Sneak Peek program provides early access to Pearson video products and is exclusively available to Safari subscribers. Content for titles in this program is made available throughout the development cycle, so products may not be complete, edited, or finalized, including video post-production editing. C++20 Fundamentals LiveLessons with Paul Deitel is a code-oriented presentation of C++, one of the world,Äôs most versatile and powerful programming languages. C++ remains hugely popular for the development of systems software, embedded systems, operating systems, real-time systems, communications systems and other high performance computer applications. C++20 Fundamentals LiveLessons is comprehensive and covers all major versions of C++, including: C++11, C++17, and C++20. The code repository for this LiveLesson is kept at https://github.com/pdeitel/CPlusPlus20FundamentalsLiveLessons and will be kept up to date as lessons are added and as changes are made.
    Note: Online resource; Title from title screen (viewed June 10, 2020) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
    MPI Ethno. Forsch.
  • 3
    Online Resource
    Online Resource
    Exam AZ-104 Microsoft Azure Administrator (Video) (2020)
    [Erscheinungsort nicht ermittelbar] : Microsoft Press | Boston, MA : Safari
    Details
    ISBN: 9780136823483 , 0136823483
    Language: English
    Pages: 1 online resource (1 video file, approximately 9 hr., 30 min.)
    Edition: 1st edition
    Keywords: Internet videos ; Streaming video ; Electronic videos ; local ; Vidéos sur Internet ; Vidéo en continu ; streaming video ; Internet videos ; Streaming video ; Electronic videos
    Abstract: 9 Hours of Video Instruction The Exam AZ-104 Microsoft Azure Administrator (Video) offers full coverage of the MS AZ-104 exam so you can learn everything you need to know to pass the exam. Coverage includes cloud concepts, core Azure Services, Azure pricing and support, and the fundamentals of cloud security, privacy, compliance, and trust, with the goal of passing the AZ-104 Exam. Description The Exam AZ-104 Microsoft Azure Administrator (Video) offers 9 full hours of video training on all core concepts in the AZ-104 exam so you can fully understand cloud concepts, core Azure Services, Azure pricing and support, and the fundamentals of cloud security, privacy, compliance, and trust. It will prepare Azure Administrators to implement, monitor, and maintain Microsoft Azure solutions, including major services related to compute, storage, network, and security. With 9 hours of hands-on demonstrations, it will provide the knowledge necessary to pass the exam and become Microsoft Certified: Microsoft Azure Administrator. With years of IT experience, numerous publications under his belt, and a wealth of expertise teaching in the field, Michael Shannon is uniquely qualified to prepare students for the Microsoft Azure Administrator AZ-104 exam. Topics include: Module 1: Manage Azure subscriptions and resources Module 2: Implement and manage storage Module 3: Deploy and manage virtual machines (VMs) Module 4: Configure and manage virtual networks Module 5: Manage identities About the Instructor Michael J. Shannon began his IT career when he transitioned from recording studio engineer to network technician for a major telecommunications company in the early 1990s. He soon began to focus on security and was one of the first 10 people to attain the HIPAA Certified Security Specialist. Throughout his 30 years in IT, he has worked as an employee, contractor, and consultant for several companies including Platinum Technologies, Fujitsu, IBM, State Farm, MindSharp, and Pearson, among others. Mr. Shannon has authored several books, training manuals, published articles, and CBT modules over the years as well. He is the senior technical instructor for Skillsoft Corporation, specializing in all things cloud and security. Skill Level Intermediate/Advanced Learn How To Manage Azure subscriptions and resources Implement and manage storage Deploy and manage virtual machines (VMs) Configure and manage virtual networks Manage identities Who Should Take...
    Note: Online resource; Title from title screen (viewed June 5, 2020) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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    Online Resource
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  • 4
    Online Resource
    Online Resource
    Angular Security and Deployment (Angular for Java Developers - Part 5) (2020)
    [Erscheinungsort nicht ermittelbar] : Manning Publications | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 26 min.)
    Edition: 1st edition
    Keywords: Streaming video ; Internet videos ; Electronic videos ; local ; Vidéo en continu ; Vidéos sur Internet ; streaming video
    Abstract: Angular for Java Developers Part Five: Security and Deployment teaches you how to put an Angular frontend into production, ready for real users. In this fifth and final course in the Angular for Java Developers series, you'll learn how to implement security for both the Angular front end and the REST API, and cover building and deploying your application. about the subject The Angular framework is used by millions of developers, powering frontends from simple prototypes to Google's own web apps. Prized for its scalability, Angular also offers lightning fast speed and response times and the chance to reuse code for both web and mobile. Best of all, it can be integrated with backends built in Java. about the video Angular for Java Developers is a five course series that teaches Java programmers how to use Angular and JavaScript to build applications that are maintainable, testable, and secure. In Part Five, you'll implement vital security to keep your front end and API connection safe from attack, and deploy your application to production. You'll learn about Login and Route Guards, authenticating users via REST, communicating securely using JWTs and how to survive a browser refresh. Inside: The final course in the Angular for Java Developers series Implement Basic Authentication in Spring and Angular JSON Web Tokens Securing cookies and surviving browser refresh Compiling an Angular project Using Git with Angular prerequisites For viewers with basic Java experience. about the instructor Matt Greencroft has over twenty years of experience as a programmer, primarily working in the banking sector. Matt now teaches for Virtual Pair Programmers. His specialties are Microservices, Spring Boot, Apache Spark and Kotlin.
    Note: Online resource; Title from title screen (viewed April 30, 2020) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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  • 5
    Online Resource
    Online Resource
    Building a Real Site with Angular (Angular for Java Developers - Part 3) (2020)
    [Erscheinungsort nicht ermittelbar] : Manning Publications | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 5 hr., 12 min.)
    Edition: 1st edition
    Keywords: Streaming video ; Internet videos ; Electronic videos ; local ; Vidéo en continu ; Vidéos sur Internet ; streaming video
    Abstract: Learning to build beautiful front ends and working as a full stack developer is one of the best ways to move up the career ladder. In Angular for Java Developers Part Three: Building a real site you'll work hands-on to create a fully responsive, functioning front-end application using Angular. All examples are related to the kind of Java development you're familiar with, making it easy to expand your skills. In the third of a running series of five courses, you'll learn how to incorporate resources like Bootstrap, and how to use template and reactive forms. about the subject The Angular framework is used by millions of developers, powering frontends from simple prototypes to Google's own web apps. Prized for its scalability, Angular also offers lightning fast speed and response times and the chance to reuse code for both web and mobile. Best of all, it can be integrated with backends built in Java. about the video Angular for Java Developers is a five course series that teaches Java programmers how to use Angular and JavaScript to build applications that are maintainable, testable, and secure. In Part Three, you'll build a fully responsive, fully functioning Angular frontend. You'll learn about routing, the concepts of Data, Models and Views, and how to programmatically add controls with reactive forms. Inside: The third course in the Angular for Java Developers series Incorporating external resources like Bootstrap Using observables for data Template form validation Using the FormBuilder Fixing a lifecycle bug prerequisites For viewers with basic Java experience. about the instructor Matt Greencroft has over twenty years of experience as a programmer, primarily working in the banking sector. Matt now teaches for Virtual Pair Programmers. His specialties are Microservices, Spring Boot, Apache Spark and Kotlin.
    Note: Online resource; Title from title screen (viewed April 28, 2020) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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  • 6
    Online Resource
    Online Resource
    Connecting Angular to a REST Back End (Angular for Java Developers - Part 4) (2020)
    [Erscheinungsort nicht ermittelbar] : Manning Publications | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 39 min.)
    Edition: 1st edition
    Keywords: Streaming video ; Internet videos ; Electronic videos ; local ; Vidéo en continu ; Vidéos sur Internet ; streaming video
    Abstract: In Angular for Java Developers Part Four: Connecting to a REST back end you'll learn how to connect an Angular front end up with a Java (Spring Boot) based back end system using REST. You'll also learn how to deal with slow and unavailable connections and deal with issues such as CORS for multiple-domain applications, how to set up a back end with Spring Boot, pre-processing data, and pre-fetching data. about the subject The Angular framework is used by millions of developers, powering frontends from simple prototypes to Google's own web apps. Prized for its scalability, Angular also offers lightning fast speed and response times and the chance to reuse code for both web and mobile. Best of all, it can be integrated with backends built in Java. about the video Angular for Java Developers is a five course series that teaches Java programmers how to use Angular and JavaScript to build applications that are maintainable, testable, and secure. In Part Four, you'll connect your front end to a back end system using REST. You'll learn about environments, creating, configuring and testing a Spring Boot based REST API, and how to implement REST from Angular. Inside: The fourth course in the Angular for Java Developers series Creating environment variables Initiating the call to a REST endpoint Configuring a Spring Boot REST endpoint to work well with Angular Setting up your back end correctly with Spring Boot Dealing with slow REST responses and catching errors Customizing data with JavaScript objects Pre-fetching data with navigation and a service prerequisites For viewers with basic Java experience. about the instructor Matt Greencroft has over twenty years of experience as a programmer, primarily working in the banking sector. Matt now teaches for Virtual Pair Programmers. His specialties are Microservices, Spring Boot, Apache Spark and Kotlin.
    Note: Online resource; Title from title screen (viewed April 29, 2020) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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  • 7
    Online Resource
    Online Resource
    Deep Learning with R in Motion (2019)
    [Erscheinungsort nicht ermittelbar] : Manning Publications | Boston, MA : Safari
    Details
    Language: English
    Pages: 1 online resource (1 video file, approximately 3 hr., 52 min.)
    Edition: 1st edition
    Keywords: Internet videos ; Streaming video ; Electronic videos ; local ; Vidéos sur Internet ; Vidéo en continu ; streaming video ; Internet videos ; Streaming video ; Electronic videos
    Abstract: Wow! A brand new set of techniques to study and apply. The videos are great, amazingly organized, and go step by step to introduce such a complex topic. Arnaldo Ayala, Software Architect, Consultores Informáticos The Keras package for R brings the power of deep learning to R users. Deep Learning with R in Motion locks in the essentials of deep learning and teaches you the techniques you'll need to start building and using your own neural networks for text and image processing. Instructor Rick Scavetta takes you through a hands-on ride through the powerful Keras package, a TensorFlow API. You'll start by digging into case studies for how and where to use deep learning. Then, you'll master the essential components of a deep learning neural network as you work hands-on through your first examples. You'll continue by exploring dense and recurrent neural networks, convolutional and generative networks, and how they all work together. And that's just the beginning! You'll go steadily deeper, making your network more robust and efficient. As your work through each module, you'll train your network and pick up the best practices used by experts like expert instructor Rick Scavetta, Keras library creator and author of Deep Learning in Python François Chollet , and JJ Allaire , founder of RStudio, creator of the R bindings for Keras, and coauthor of Deep Learning in R ! You'll beef up your skills as you practice with R-based applications in computer vision, natural-language processing, and generative models, ready for the real-world. Machine learning has made remarkable progress in recent years. Deep learning systems have revolutionized image recognition, natural-language processing, and other applications for identifying complex patterns in data. The Keras library provides data scientists and developers working in R a state-of-the-art toolset for tackling deep learning tasks! Inside: The 4 steps of Deep Learning Using R with Keras and TensorFlow Working with the Universal Workflow Computer vision with R Recurrent neural networks Everyday best practices Generative deep learning You'll need intermediate R programming skills. No previous experience with machine learning or deep learning is assumed. Rick Scavetta is a biologist, workshop trainer, freelance data scientist, cofounder of Science Craft, and founder of Scavetta Academy, companies dedicated to helping scientists better understand and visualize their data. Rick's practical, hands-on exposur...
    Note: Online resource; Title from title screen (viewed August 28, 2019)
    URL: lizenzpflichtig
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  • 8
    Online Resource
    Online Resource
    CompTIA A+ Core 1 (220-1001) (2019)
    [Erscheinungsort nicht ermittelbar] : Pearson IT Certification | Boston, MA : Safari
    Details
    ISBN: 9780135305331 , 0135305330
    Language: English
    Pages: 1 online resource (1 video file, approximately 34 hr., 4 min.)
    Edition: 1st edition
    Keywords: Internet videos ; Streaming video ; Electronic videos ; local ; Vidéos sur Internet ; Vidéo en continu ; streaming video ; Internet videos ; Streaming video ; Electronic videos
    Abstract: Sneak Peek The Sneak Peek program provides early access to Pearson video products and is exclusively available to Safari subscribers. Content for titles in this program is made available throughout the development cycle, so products may not be complete, edited, or finalized, including video post-production editing. 21+ Hours of Video Instruction Overview CompTIA A+ Core 1 (220-1001) Complete Video Course is a unique video product that provides a solid understanding of A+ skills. The purpose of these videos is to act as quick, concise, hands-on training that is easily absorbed. In this best-selling author and instructor-led course you will get coverage of every objective and topic in the CompTIA A+ Core 1 (220-1001) exam. It is also full of hands-on demos so you can see real hardware and software presentations. David Prowse walks you through the details you need to not only pass the test, but troubleshoot and fix real hardware, software, and network problems for your career. The author also includes Tech Tips throughout to give you insider info on troubleshooting, repair, and maintenance. This title can be used as your sole resource for learning the material needed to study for and pass the test. You can also use this as a supplement to other A+ training. Five domains map to the main objectives of the CompTIA A+ Core 1 (220-1001) exam. These domains contain 37 lessons with video totaling more than 21 hours of hands-on demonstrations, audio instruction, animations, whiteboard training, and video screencasting. The videos also include the author building a computer live on camera so you can see first-hand how to accomplish this key task. He also includes hands-on configuration labs; laptop, smartphone, and device hardware labs; and live-action troubleshooting labs. The 37 video lessons are broken down into five domains and cover the following topics: Mobile Devices Networking Hardware Virtualization and Cloud Computing Hardware and Network Troubleshooting Topics include Domain 1: Mobile Devices Domain 2: Networking Domain 3: Hardware Domain 4: Virtualization and Cloud Computing Domain 5: Hardware and Network Troubleshooting Skill Level Beginner You Will Learn All the objectives in the CompTIA A+ Core 1 (220-1001) exam Test-taking techniques with interactive practice quizzes, performance-based simulations, and hands-on exercises How to build a computer, perform networking tasks, configure laptops and mobile devices, and perform troubleshooting ta...
    Note: Online resource; Title from title screen (viewed June 24, 2019)
    URL: lizenzpflichtig
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  • 9
    Online Resource
    Online Resource
    Exam MD-101 Managing Modern Desktops (Video) (2019)
    [Erscheinungsort nicht ermittelbar] : Microsoft Press | Boston, MA : Safari
    Details
    ISBN: 9780135971673 , 0135971675
    Language: English
    Pages: 1 online resource (1 video file, approximately 6 hr., 32 min.)
    Edition: 1st edition
    Keywords: Internet videos ; Streaming video ; Electronic videos ; local ; Vidéos sur Internet ; Vidéo en continu ; streaming video ; Internet videos ; Streaming video ; Electronic videos
    Abstract: 6+ Hours of Video Instruction More than 6 hours of video instruction to help you manage your organization’s Windows 10 desktops and prepare for Exam MD-101 Managing Modern Desktops; one of the exams required to achieve Microsoft 365 Certified: Modern Desktop Administrator Associate. Overview This engaging, self-paced instructional video course demonstrates how to deploy and update operating systems, manage policies and profiles, protect devices, and manage apps and data. If you’re planning to take Exam MD-101 Managing Modern Desktops, this video course covers the exam objective domains published by Microsoft in a logical way for learning the technology and preparing for the exam. Throughout each lesson, Microsoft certified trainer and technical author Andrew Warren describes key concepts and puts them into action with demonstrations and real-world scenarios. About the Instructor Andrew Warren has more than 30 years of experience in the IT industry, many of which he has spent teaching and writing. He is a Microsoft Certified Trainer and has been involved as a subject matter expert in many of the Windows Server 2016 courses and as the technical lead in many Windows 10 courses. He also has been involved in developing TechNet sessions about Microsoft Exchange Server. He is the co-author of Exam Ref MD-100 Windows 10 , Exam Ref MD-101 Managing Modern Desktops , Exam Ref 70-741 Networking with Windows Server 2016 , and Exam Ref 70-742 Identity with Windows Server 2016 published by Microsoft Press. Andrew is based in the United Kingdom and lives in rural Somerset where he runs his own IT training and education consultancy. Skill Level Intermediate Learn How To Deploy and update operating systems Manage policies and profiles Manage and protect devices Manage apps and data Who Should Take This Course IT professionals who deploy, configure, secure, manage, and monitor devices and client applications in an enterprise environment IT professionals who manage identity, access, policies, updates, and apps IT professionals who want to explore new and updated features in Windows 10 Candidates preparing for Exam MD-101 Managing Modern Desktops Course Requirements Experience deploying, configuring, and maintaining Windows 10 and non-Windows devices Familiarity with M365 workloads
    Note: Online resource; Title from title screen (viewed October 9, 2019)
    URL: lizenzpflichtig
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  • 10
    Online Resource
    Online Resource
    AWS Certified Solutions Architect (Associate) (2018)
    [Erscheinungsort nicht ermittelbar] : Pearson IT Certification | Boston, MA : Safari
    Details
    ISBN: 9780135229415 , 0135229413
    Language: English
    Pages: 1 online resource (1 video file, approximately 6 hr., 31 min.)
    Edition: 1st edition
    Keywords: Internet videos ; Streaming video ; Electronic videos ; local ; Vidéos sur Internet ; Vidéo en continu ; streaming video ; Internet videos ; Streaming video ; Electronic videos
    Abstract: Six and a half Hours of Video Instruction More than six hours of video instruction covering the knowledge necessary to pass the AWS Solutions Architect Associate certification exam, including an in-depth review of AWS architecture principles and best practices, and technical details pertaining to the implementation of services in accordance with the Well Architected Framework as published by Amazon Web Services. The AWS Certified Solutions Architect Associate Complete Video Course was developed specifically for the latest edition of the exam released in February of 2018. The AWS Solutions Architect Associate certification is ideal for anyone in a solutions architect or similar technical role, and this course is designed to help you pass the AWS Certified Solutions Architect Associate exam. We will cover all the key areas addressed in the exam and review a number of use cases designed to help you ingrain the principles and practices on which this certification is based so that you have an intellectual framework with which to formulate the correct answers. We will use a combination of demonstrations, architectural diagram walkthroughs, and case studies to help you understand the tools available to you for passing the exam. Throughout this course you will gain a deeper understanding of AWS architecture following the five pillars of the Well-architected framework. Demonstrations of Amazon Web Services and third-party cloud solutions are included to provide a clear guide to understanding the services offered by Amazon Web Services and the needs those services meet. Quizzes are also offered to help viewers gauge their ability to understand and retain the information presented. Topics include: Lesson 1: Solutions Architect Associate Certification Lesson 2: High Availability Lesson 3: Network Topology Lesson 4: Application Design Lesson 5: Network Performance Lesson 6: Compute Performance Lesson 7: Storage Performance Lesson 8: Database Performance Lesson 9: Leveraging Managed Services Lesson 10: Identity and Access Management Lesson 11: Detection Lesson 12: Securing Infrastructure Lesson 13: Securing Data Lesson 14: Cost Optimization Lesson 15: Operational Excellence About the Instructor Richard A. Jones is a certified AWS Solution Architect and an experienced instructor having taught the IT teams of numerous Fortune 500s and postgraduate students at the University of Colorado. Programming since age 10, Richard has spent more than 25 years furthering...
    Note: Online resource; Title from title screen (viewed July 6, 2018)
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  • 11
    Online Resource
    Online Resource
    CCNA Routing and Switching ICND2 200-105 Official Cert Guide (Supplemental Video) (2017)
    [Erscheinungsort nicht ermittelbar] : Cisco Press | Boston, MA : Safari
    Details
    ISBN: 9780134540221 , 0134540220
    Language: English
    Pages: 1 online resource (1 video file, approximately 55 min.)
    Edition: 1st edition
    Keywords: Internet videos ; Streaming video ; Electronic videos ; local ; Vidéos sur Internet ; Vidéo en continu ; streaming video ; Internet videos ; Streaming video ; Electronic videos
    Abstract: The supplemental video for the product CCNA Routing and Switching ICND2 200-105 Official Cert Guide
    Note: Online resource; Title from title screen (viewed April 12, 2017)
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  • 12
    Online Resource
    Online Resource
    CCENT/CCNA ICND1 100-105 Official Cert Guide (Supplemental Video) (2017)
    [Erscheinungsort nicht ermittelbar] : Cisco Press | Boston, MA : Safari
    Details
    ISBN: 9780134540238 , 0134540239
    Language: English
    Pages: 1 online resource (1 video file, approximately 1 hr., 24 min.)
    Edition: 1st edition
    Keywords: Internet videos ; Streaming video ; Electronic videos ; local ; Vidéos sur Internet ; Vidéo en continu ; streaming video ; Internet videos ; Streaming video ; Electronic videos
    Abstract: The supplemental video for the product CCENT/CCNA ICND1 100-105 Official Cert Guide
    Note: Online resource; Title from title screen (viewed April 12, 2017)
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  • 13
    Online Resource
    Online Resource
    Introduction to High-Dimensional Statistics (2014)
    [Erscheinungsort nicht ermittelbar] : Chapman and Hall/CRC | Boston, MA : Safari
    Details
    ISBN: 9781482237955 , 1482237954 , 1322629536 , 9781322629537 , 042917389X , 9780429173899 , 9781482237948
    Language: English
    Pages: 1 online resource (270 pages)
    Edition: 1st edition
    Series Statement: Monographs on statistics & applied probability 139
    Parallel Title: Erscheint auch als
    Keywords: Dimensional analysis ; Multivariate analysis ; Big data ; Statistics ; Electronic books ; local ; Analyse dimensionnelle ; Analyse multivariée ; Données volumineuses ; Statistique ; statistics ; MATHEMATICS ; Applied ; MATHEMATICS ; Probability & Statistics ; General ; Big data ; Dimensional analysis ; Multivariate analysis ; Statistics ; Boosting ; Datenanalyse ; Hochdimensionale Daten ; Inferenzstatistik ; Lasso-Methode ; Mathematische Modellierung ; Statistik
    Abstract: Ever-greater computing technologies have given rise to an exponentially growing volume of data. Today massive data sets (with potentially thousands of variables) play an important role in almost every branch of modern human activity, including networks, finance, and genetics. However, analyzing such data has presented a challenge for statisticians and data analysts and has required the development of new statistical methods capable of separating the signal from the noise. Introduction to High-Dimensional Statistics is a concise guide to state-of-the-art models, techniques, and approaches for handling high-dimensional data. The book is intended to expose the reader to the key concepts and ideas in the most simple settings possible while avoiding unnecessary technicalities. Offering a succinct presentation of the mathematical foundations of high-dimensional statistics, this highly accessible text: Describes the challenges related to the analysis of high-dimensional data Covers cutting-edge statistical methods including model selection, sparsity and the lasso, aggregation, and learning theory Provides detailed exercises at the end of every chapter with collaborative solutions on a wikisite Illustrates concepts with simple but clear practical examples Introduction to High-Dimensional Statistics is suitable for graduate students and researchers interested in discovering modern statistics for massive data. It can be used as a graduate text or for self-study.
    Note: Online resource; Title from title page (viewed December 17, 2014) , Mode of access: World Wide Web.
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  • 14
    Online Resource
    Online Resource
    Introduction to Linear Optimization and Extensions with MATLAB® (2013)
    [Erscheinungsort nicht ermittelbar] : CRC Press | Boston, MA : Safari
    Details
    ISBN: 9781482204346 , 1482204347 , 9781439862636
    Language: English
    Pages: 1 online resource (362 pages)
    Edition: 1st edition
    Series Statement: The operations research series
    Parallel Title: Erscheint auch als
    Keywords: MATLAB ; Linear programming ; Mathematical optimization ; Numerical analysis Computer programs ; Electronic books ; local ; MATLAB ; Programmation linéaire ; Optimisation mathématique ; MATHEMATICS ; Applied ; MATHEMATICS ; Probability & Statistics ; General ; Linear programming ; Mathematical optimization ; Numerical analysis ; Computer programs
    Abstract: Filling the need for an introductory book on linear programming that discusses the important ways to mitigate parameter uncertainty, Introduction to Linear Optimization and Extensions with MATLAB® provides a concrete and intuitive yet rigorous introduction to modern linear optimization. In addition to fundamental topics, the book discusses current linear optimization technologies such as predictor-path following interior point methods for both linear and quadratic optimization as well as the inclusion of linear optimization of uncertainty i.e. stochastic programming with recourse and robust optimization. The author introduces both stochastic programming and robust optimization as frameworks to deal with parameter uncertainty. The author's unusual approach-developing these topics in an introductory book-highlights their importance. Since most applications require decisions to be made in the face of uncertainty, the early introduction of these topics facilitates decision making in real world environments. The author also includes applications and case studies from finance and supply chain management that involve the use of MATLAB. Even though there are several LP texts in the marketplace, most do not cover data uncertainty using stochastic programming and robust optimization techniques. Most emphasize the use of MS Excel, while this book uses MATLAB which is the primary tool of many engineers, including financial engineers. The book focuses on state-of-the-art methods for dealing with parameter uncertainty in linear programming, rigorously developing theory and methods. But more importantly, the author's meticulous attention to developing intuition before presenting theory makes the material come alive.
    Note: Online resource; Title from title page (viewed September 5, 2013) , Mode of access: World Wide Web.
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  • 15
    Online Resource
    Online Resource
    Data Analysis and Statistics for Geography, Environmental Science, and Engineering (2012)
    [Erscheinungsort nicht ermittelbar] : CRC Press | Boston, MA : Safari
    Details
    ISBN: 9781466592216 , 1466592214 , 9781439885017
    Language: English
    Pages: 1 online resource (557 pages)
    Edition: 1st edition
    Parallel Title: Erscheint auch als
    Keywords: Geography Data processing ; Geography Statistical methods ; Environmental sciences Data processing ; Environmental sciences Statistical methods ; Engineering Data processing ; Engineering Statistical methods ; Electronic books ; local ; Géographie ; Informatique ; Géographie ; Méthodes statistiques ; Sciences de l'environnement ; Informatique ; Sciences de l'environnement ; Méthodes statistiques ; Ingénierie ; Informatique ; Ingénierie ; Méthodes statistiques ; MATHEMATICS ; Applied ; MATHEMATICS ; Probability & Statistics ; General ; Engineering ; Data processing ; Engineering ; Statistical methods ; Environmental sciences ; Data processing ; Environmental sciences ; Statistical methods ; Geography ; Data processing ; Geography ; Statistical methods
    Abstract: Providing a solid foundation for twenty-first-century scientists and engineers, Data Analysis and Statistics for Geography, Environmental Science, and Engineering guides readers in learning quantitative methodology, including how to implement data analysis methods using open-source software. Given the importance of interdisciplinary work in sustainability, the book brings together principles of statistics and probability, multivariate analysis, and spatial analysis methods applicable across a variety of science and engineering disciplines. Learn How to Use a Variety of Data Analysis and Statistics Methods Based on the author's many years of teaching graduate and undergraduate students, this textbook emphasizes hands-on learning. Organized into two parts, it allows greater flexibility using the material in various countries and types of curricula. The first part covers probability, random variables and inferential statistics, applications of regression, time series analysis, and analysis of spatial point patterns. The second part uses matrix algebra to address multidimensional problems. After a review of matrices, it delves into multiple regression, dependent random processes and autoregressive time series, spatial analysis using geostatistics and spatial regression, discriminant analysis, and a variety of multivariate analyses based on eigenvector methods. Build from Fundamental Concepts to Effective Problem Solving Each chapter starts with conceptual and theoretical material to give a firm foundation in how the methods work. Examples and exercises illustrate the applications and demonstrate how to go from concepts to problem solving. Hands-on computer sessions allow students to grasp the practical implications and learn by doing. Throughout, the computer examples and exercises use seeg and RcmdrPlugin.seeg , open-source R packages developed by the author, which help students acquire the skills to implement and conduct analysis and to analyze the results. This self-contained book offers a unified presentation of data analysis methods for more effective problem solving. With clear, easy-to-follow explanations, the book helps students to develop a solid understanding of basic statistical analysis and prepares them for learning the more advanced and specialized methods they will need in their work.
    Note: Online resource; Title from title page (viewed December 7, 2012) , Mode of access: World Wide Web.
    URL: lizenzpflichtig
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