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Google Jax Essentials

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Google Jax Essentials

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Author : Mei Wong
language : en
Publisher: GitforGits
Release Date : 2023-05-31

Google Jax Essentials written by Mei Wong and has been published by GitforGits this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-31 with Computers categories.

"Google JAX Essentials" is a comprehensive guide designed for machine learning and deep learning professionals aiming to leverage the power and capabilities of Google's JAX library in their projects. Over the course of eight chapters, this book takes the reader from understanding the challenges of deep learning and numerical computations in the existing frameworks to the essentials of Google JAX, its functionalities, and how to leverage it in real-world machine learning and deep learning projects. The book starts by emphasizing the importance of numerical computing in ML and DL, demonstrating the limitations of standard libraries like NumPy, and introducing the solution offered by JAX. It then guides the reader through the installation of JAX on different computing environments like CPUs, GPUs, and TPUs, and its integration into existing ML and DL projects. The book details the advanced numerical operations and unique features of JAX, including JIT compilation, automatic differentiation, batched operations, and custom gradients. It illustrates how these features can be employed to write code that is both simpler and faster. The book also delves into parallel computation, the effective use of the vmap function, and the use of pmap for distributed computing. Lastly, the reader is walked through the practical application of JAX in training different deep learning models, including RNNs, CNNs, and Bayesian models, with an additional focus on performance-tuning strategies for JAX applications. Key Learnings Mastering the installation and configuration of JAX on various computing environments. Understanding the intricacies of JAX's advanced numerical operations. Harnessing the power of JIT compilation in JAX for accelerated computations. Implementing batched operations using the vmap function for efficient processing. Leveraging automatic differentiation and custom gradients in JAX. Proficiency in using the pmap function for distributed computing in JAX. Training different types of deep learning models using JAX. Applying performance tuning strategies to maximize JAX application efficiency. Integrating JAX into existing machine learning and deep learning projects. Complementing the official JAX documentation with practical, real-world applications. Table of Content Necessity for Google JAX Unravelling JAX Setting up JAX for Machine Learning and Deep Learning JAX for Numerical Computing Diving Deeper into Auto Differentiation and Gradients Efficient Batch Processing with JAX Power of Parallel Computing with JAX Training Neural Networks with JAX Audience This is must read for machine learning and deep learning professionals to be skilled with the most innovative deep learning library. Knowing Python and experience with machine learning is sufficient is desired to begin with this book.

Google Jax Essentials

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Author : Mei Wong
language : en
Publisher: GitforGits
Release Date : 2023-05-31

Jax Essentials

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Author : William Smith
language : en
Publisher: HiTeX Press
Release Date : 2025-07-24

Jax Essentials written by William Smith and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-24 with Computers categories.

"JAX Essentials" JAX Essentials is a comprehensive guide designed for engineers, researchers, and practitioners aiming to master the fundamentals and advanced capabilities of Google’s JAX library. Beginning with the foundational principles, the book explores JAX's unique approach to array programming, rooted in functional programming and immutability, and covers its architecture, data structures, and the powerful mechanics of automatic differentiation. The reader learns how JAX integrates with the broader numerical computing landscape—tracing its evolution, relationship with tools like NumPy and XLA, and its relevance in modern machine learning workflows. Building on this foundation, the book delves into advanced topics such as efficient array operations, parallelization strategies, just-in-time compilation, differentiation APIs, and functional control flow constructs. Readers are guided through the intricacies of high-performance and distributed computing, memory optimization, cross-framework interoperability, and scientific computing applications, including linear algebra, spectral analysis, differential equations, and statistical modeling. Clear, practical examples and best practices illustrate how to harness JAX’s capabilities for building custom neural networks, scalable training pipelines, and robust production systems. JAX Essentials further addresses the needs of power users with chapters on extensibility, custom primitives, XLA integration, mixed-precision and distributed training, debugging, and performance tuning. The book concludes with an insightful look at JAX’s ecosystem, emerging libraries, research breakthroughs, and future directions, empowering readers to contribute to and thrive in a vibrant, rapidly evolving open-source community. Whether you are migrating legacy code, scaling scientific workloads, or building state-of-the-art machine learning solutions, this book is your definitive companion for unlocking the potential of JAX.

Small Animal Toxicology Essentials

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Author : Tina Wismer
language : en
Publisher: John Wiley & Sons
Release Date : 2025-05-28

Small Animal Toxicology Essentials written by Tina Wismer and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-28 with Medical categories.

A one-stop reference for veterinary clinicians in small animal practices Veterinary technicians play a vital role in the successful operation of any small animal practice. One of the most important types of case they will face is an emergency call related to a possibly toxic exposure, which demands that they assess clinical urgency, triage calls, offer guidelines for the collection of diagnostic samples, and more. Small Animal Toxicology Essentials offers a foundational, practical guide to the most common small animal toxins, their poisoning risks, and the essential steps required to evaluate client calls and provide timely, effective assistance. Fully updated for reflect the latest research and expand treatment of key subjects, this is the must-own reference for clinical professionals. Readers of the second edition of Small Animal Toxicology Essentials will also find: Updated treatment of all common toxins Detailed discussion of topics including differential diagnoses, clinical signs, laboratory sample collection, and many more Additional color photographs and tables to facilitate toxin identification Small Animal Toxicology Essentials is ideal for veterinary technicians and veterinary technician students, for those working in small animal or emergency practice, no matter the length of employment.

Zondervan Essential Companion To Christian History

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Author : Stephen Backhouse
language : en
Publisher: Zondervan
Release Date : 2019-09-24

Zondervan Essential Companion To Christian History written by Stephen Backhouse and has been published by Zondervan this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-24 with Religion categories.

The Zondervan Essential Companion to Christian History gives you what it promises: the essentials. Following a brief introduction that outlines the key events of the New Testament era, there is a chapter devoted to each century of Christian history beginning with the year 100 and ending roughly at the year 2000. Each chapter flows chronologically featuring: A brief overview, highlighting the main threads and issues running through the relevant century Key historical developments explained Thematic connections between centuries Color-coded sidebars on Persons, Ideas, or Events Persons: key figures either within or without the Church who have impacted Christian history significantly or who otherwise deserve special mention Ideas: important Christian books, as well as heresies, doctrines, or political movements Events: world-historical occurrences such as battles, natural disasters, inventions, or elections that have affected the development of Christianity in the world The final chapter, devoted to the present century concludes the companion identifying key themes that the Christian Church is presently dealing with and suggesting future issues. A select Glossary of terms is provided at the end of the book, as well as a bibliographic list of suggested reading. This highly informative, broad-ranging book provides vital facts on the growth and impact of Christianity from the apostles to the present day not only in the Western world but also globally, including the development of Eastern Orthodox and Armenian Christianity, as well as considering Christianity in Latin America, Southeast Asia, the Baltic and Slavic states, and India. The companion is organized by century, going through the major events, ideas, and personalities that have shaped Christian history around the world. Whether you are a student or a lay person, a church-goer or unacquainted with Christianity, this book will help you grasp the global, multifaceted story of Christians.

Soa Security

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Author : Ramarao Kanneganti
language : en
Publisher: Simon and Schuster
Release Date : 2007-12-23

Soa Security written by Ramarao Kanneganti and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-12-23 with Computers categories.

SOA is one of the latest technologies enterprises are using to tame their software costs - in development, deployment, and management. SOA makes integration easy, helping enterprises not only better utilize their existing investments in applications and infrastructure, but also open up new business opportunities. However, one of the big stumbling blocks in executing SOA is security. This book addresses Security in SOA with detailed examples illustrating the theory, industry standards and best practices. It is true that security is important in any system. SOA brings in additional security concerns as well rising out of the very openness that makes it attractive. If we apply security principles blindly, we shut ourselves of the benefits of SOA. Therefore, we need to understand which security models and techniques are right for SOA. This book provides such an understanding. Usually, security is seen as an esoteric topic that is better left to experts. While it is true that security requires expert attention, everybody, including software developers, designers, architects, IT administrators and managers need to do tasks that require very good understanding of security topics. Fortunately, traditional security techniques have been around long enough for people to understand and apply them in practice. This, however, is not the case with SOA Security. Anyone seeking to implement SOA Security is today forced to dig through a maze of inter-dependent specifications and API docs that assume a lot of prior experience on the part of readers. Getting started on a project is hence proving to be a huge challenge to practitioners. This book seeks to change that. It provides bottom-up understanding of security techniques appropriate for use in SOA without assuming any prior familiarity with security topics on the part of the reader. Unlike most other books about SOA that merely describe the standards, this book helps you get started immediately by walking you through sample code that illustrates how real life problems can be solved using the techniques and best practices described in standards. Whereas standards discuss all possible variations of each security technique, this book focusses on the 20% of variations that are used 80% of the time. This keeps the material covered in the book simple as well as self-sufficient for all readers except the most advanced. Purchase of the print book comes with an offer of a free PDF, ePub, and Kindle eBook from Manning. Also available is all code from the book.

Essential Reproduction

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Author : Martin H. Johnson
language : en
Publisher: John Wiley & Sons
Release Date : 2018-01-12

Essential Reproduction written by Martin H. Johnson and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-12 with Medical categories.

Essential Reproduction provides an accessible account of the fundamentals of reproduction within the context of cutting-edge knowledge and examples of its application. The eighth edition of this internationally best-selling title provides a multidisciplinary approach integrating anatomy, physiology, genetics, behaviour, biochemistry, molecular biology and clinical science, to give thorough coverage of the study of mammalian reproduction. Key features: Contains discussion of the latest on conceptual, informational and applied aspects of reproduction New pedagogical features such as clinical case studies at the end of each chapter Better use of boxed material to improve separation of narrative text from ancillary information Highlighted key words for ease of reference relate to summary of key points Introduction now split into two sections Expanded content in Fetal challenges, and Society and reproduction Substantial rearrangement and updating in Making sperm, Controlling fertility, and Restoring fertility

The Essential Reader S Companion Star Wars

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Author : Pablo Hidalgo
language : en
Publisher: Random House Worlds
Release Date : 2012-10-02

The Essential Reader S Companion Star Wars written by Pablo Hidalgo and has been published by Random House Worlds this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-10-02 with Fiction categories.

THE DEFINITIVE WORD ON STAR WARS FICTION The legendary motion picture Star Wars has spawned two big-screen sequels and three prequels—and decades of bestselling fiction. From the original movie tie-in novel through the monumental Fate of the Jedi series, legions of devoted readers have helped expand science fiction’s most celebrated film saga into a page-turning print sensation. Now, for the first time, a comprehensive overview of these sweeping Star Wars adventures is presented in one beautifully illustrated volume. Star Wars: The Essential Reader’s Companion spans the entire galaxy of published Star Wars fiction—movie novelizations, original stand alone and series novels, short stories, eBook novellas, young adult titles, and comics—and features: • a concise synopsis of each story, including key characters and planets • exclusive behind-the-scenes facts and anecdotes about authors, plot and character development, continuity notes, and significance in the Star Wars Expanded Universe • details on which novels are linked to Star Wars comic books from Dark Horse and Marvel • a chronological listing of titles, spanning the 25,000-year history of the Star Wars universe and placing each story in its proper context • more than one hundred original paintings throughout by some of fans’ favorite artists Whether skimming through fateful eras from the Old Republic to the New Jedi Order; delving deep into the ancient history of the Lost Tribe of the Sith or the tumultuous Clone Wars; crossing paths—and lightsabers—with Dark Lords such as Plagueis or Bane, Sidious or Vader; helming the Millennium Falcon with Han Solo; or mastering the Force with Luke Skywalker, this one-of-a-kind, one-stop reference is a must for fans looking to maximize their knowledge of the sprawling Star Wars Expanded Universe.

Essential Math For Data Science

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Author : Thomas Nield
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2022-05-26

Essential Math For Data Science written by Thomas Nield and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-26 with categories.

Master the math needed to excel in data science, machine learning, and statistics. In this book author Thomas Nield guides you through areas like calculus, probability, linear algebra, and statistics and how they apply to techniques like linear regression, logistic regression, and neural networks. Along the way you'll also gain practical insights into the state of data science and how to use those insights to maximize your career. Learn how to: Use Python code and libraries like SymPy, NumPy, and scikit-learn to explore essential mathematical concepts like calculus, linear algebra, statistics, and machine learning Understand techniques like linear regression, logistic regression, and neural networks in plain English, with minimal mathematical notation and jargon Perform descriptive statistics and hypothesis testing on a dataset to interpret p-values and statistical significance Manipulate vectors and matrices and perform matrix decomposition Integrate and build upon incremental knowledge of calculus, probability, statistics, and linear algebra, and apply it to regression models including neural networks Navigate practically through a data science career and avoid common pitfalls, assumptions, and biases while tuning your skill set to stand out in the job market

Essential Developmental Biology

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Author : Jonathan M. W. Slack
language : en
Publisher: John Wiley & Sons
Release Date : 2012-09-26

Essential Developmental Biology written by Jonathan M. W. Slack and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-09-26 with Science categories.

Essential Developmental Biology is a comprehensive, richly illustrated introduction to all aspects of developmental biology. Written in a clear and accessible style, the third edition of this popular textbook has been expanded and updated In addition, an accompanying website provides instructional materials for both student and lecturer use, including animated developmental processes, a photo gallery of selected model organisms, and all artwork in downloadable format. With an emphasis throughout on the evidence underpinning the main conclusions, this book is an essential text for both introductory and more advanced courses in developmental biology. Shortlisted for the Society of Biology Book Awards 2013 in the Undergraduate Textbook category. Reviews of the Second Edition: "The second edition is a must have for anyone interested in development biology. New findings in hot fields such as stem cells, regeneration, and aging should make it attractive to a wide readership. Overall, the book is concise, well structured, and illustrated. I can highly recommend it." —Peter Gruss, Max Planck Society "I have always found Jonathan Slack's writing thoughtful, provocative, and engaging, and simply fun to read. This effort is no exception. Every student of developmental biology should experience his holistic yet analytical view of the subject." —Margaret Saha, College of William & Mary

Google Jax Essentials

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