Download or read book Deep Learning with JAX written by Grigory Sapunov and published by Simon and Schuster. This book was released on 2024-10-29 with total page 406 pages. Available in PDF, EPUB and Kindle. Book excerpt: Accelerate deep learning and other number-intensive tasks with JAX, Google’s awesome high-performance numerical computing library. The JAX numerical computing library tackles the core performance challenges at the heart of deep learning and other scientific computing tasks. By combining Google’s Accelerated Linear Algebra platform (XLA) with a hyper-optimized version of NumPy and a variety of other high-performance features, JAX delivers a huge performance boost in low-level computations and transformations. In Deep Learning with JAX you will learn how to: • Use JAX for numerical calculations • Build differentiable models with JAX primitives • Run distributed and parallelized computations with JAX • Use high-level neural network libraries such as Flax • Leverage libraries and modules from the JAX ecosystem Deep Learning with JAX is a hands-on guide to using JAX for deep learning and other mathematically-intensive applications. Google Developer Expert Grigory Sapunov steadily builds your understanding of JAX’s concepts. The engaging examples introduce the fundamental concepts on which JAX relies and then show you how to apply them to real-world tasks. You’ll learn how to use JAX’s ecosystem of high-level libraries and modules, and also how to combine TensorFlow and PyTorch with JAX for data loading and deployment. Purchase of the print book includes a free eBook in PDF and ePub formats from Manning Publications. About the technology Google’s JAX offers a fresh vision for deep learning. This powerful library gives you fine control over low level processes like gradient calculations, delivering fast and efficient model training and inference, especially on large datasets. JAX has transformed how research scientists approach deep learning. Now boasting a robust ecosystem of tools and libraries, JAX makes evolutionary computations, federated learning, and other performance-sensitive tasks approachable for all types of applications. About the book Deep Learning with JAX teaches you to build effective neural networks with JAX. In this example-rich book, you’ll discover how JAX’s unique features help you tackle important deep learning performance challenges, like distributing computations across a cluster of TPUs. You’ll put the library into action as you create an image classification tool, an image filter application, and other realistic projects. The nicely-annotated code listings demonstrate how JAX’s functional programming mindset improves composability and parallelization. What's inside • Use JAX for numerical calculations • Build differentiable models with JAX primitives • Run distributed and parallelized computations with JAX • Use high-level neural network libraries such as Flax About the reader For intermediate Python programmers who are familiar with deep learning. About the author Grigory Sapunov holds a Ph.D. in artificial intelligence and is a Google Developer Expert in Machine Learning. The technical editor on this book was Nicholas McGreivy. Table of Contents Part 1 1 When and why to use JAX 2 Your first program in JAX Part 2 3 Working with arrays 4 Calculating gradients 5 Compiling your code 6 Vectorizing your code 7 Parallelizing your computations 8 Using tensor sharding 9 Random numbers in JAX 10 Working with pytrees Part 3 11 Higher-level neural network libraries 12 Other members of the JAX ecosystem A Installing JAX B Using Google Colab C Using Google Cloud TPUs D Experimental parallelization

Download or read book Learning Numbers with Jax written by Veronica Cameron and published by . This book was released on 2020-05-25 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Number recognition and counting skills are the cornerstones of numeracy, problem-solving, and critical thinking."Learning Numbers with Jax" is the foundation all children need to begin their journey to becoming Number Masters.

Download or read book Google JAX Essentials written by Mei Wong and published by GitforGits. This book was released on 2023-05-31 with total page 161 pages. Available in PDF, EPUB and Kindle. Book excerpt: "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.

Download or read book Google JAX Cookbook written by Zephyr Quent and published by GitforGits. This book was released on 2024-10-30 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the practical, solution-oriented book for every data scientists, machine learning engineers, and AI engineers to utilize the most of Google JAX for efficient and advanced machine learning. It covers essential tasks, troubleshooting scenarios, and optimization techniques to address common challenges encountered while working with JAX across machine learning and numerical computing projects. The book starts with the move from NumPy to JAX. It introduces the best ways to speed up computations, handle data types, generate random numbers, and perform in-place operations. It then shows you how to use profiling techniques to monitor computation time and device memory, helping you to optimize training and performance. The debugging section provides clear and effective strategies for resolving common runtime issues, including shape mismatches, NaNs, and control flow errors. The book goes on to show you how to master Pytrees for data manipulation, integrate external functions through the Foreign Function Interface (FFI), and utilize advanced serialization and type promotion techniques for stable computations. If you want to optimize training processes, this book has you covered. It includes recipes for efficient data loading, building custom neural networks, implementing mixed precision, and tracking experiments with Penzai. You'll learn how to visualize model performance and monitor metrics to assess training progress effectively. The recipes in this book tackle real-world scenarios and give users the power to fix issues and fine-tune models quickly. Key Learnings Get your calculations done faster by moving from NumPy to JAX's optimized framework. Make your training pipelines more efficient by profiling how long things take and how much memory they use. Use debugging techniques to fix runtime issues like shape mismatches and numerical instability. Get to grips with Pytrees for managing complex, nested data structures across various machine learning tasks. Use JAX's Foreign Function Interface (FFI) to bring in external functions and give your computational capabilities a boost. Take advantage of mixed-precision training to speed up neural network computations without sacrificing model accuracy. Keep your experiments on track with Penzai. This lets you reproduce results and monitor key metrics. Use advanced visualization techniques, like confusion matrices and learning curves, to make model evaluation more effective. Create your own neural networks and optimizers directly in JAX so you have full control of the architecture. Use serialization techniques to save, load, and transfer models and training checkpoints efficiently. Table of Content Transition NumPy to JAX Profiling Computation and Device Memory Debugging Runtime Values and Errors Mastering Pytrees for Data Structures Exporting and Serialization Type Promotion Semantics and Mixed Precision Integrating Foreign Functions (FFI) Training Neural Networks with JAX

Download or read book Jax Plays Hide and Seek written by Veronica Cameron and published by . This book was released on 2019-11-24 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: Do you like to play hide and seek? So does Jax! Help him find all ten of his number friends This is a fun and unconventional way for kids to practice their counting and number recognition skills.

Download or read book Teaching And Learning Early Number written by Thompson, Ian and published by McGraw-Hill Education (UK). This book was released on 2008-10-01 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: For all trainee and practising early years teachers and classroom assistants, this is an accessible guide to a wide range of research evidence about the teaching and learning of early number.

Download or read book The Golden Plan written by Patricia Rice and published by Book View Cafe. This book was released on 2022-05-24 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: Someone is murdering lawyers, and their ghosts are demanding justice. Evangeline Malcolm Carstairs has never used her weird ghost-talking skills outside her hometown of Afterthought, South Carolina. But her young ward’s co-guardian—and the only man who almost understands her—has vanished out west while communing with cactus, and she’s not about to parent alone. After learning his biological parents lived under an alias, criminal fraud lawyer Damon Ives “Jax” Jackson has gone in search of his roots, desperate to know if he’s descended from crooks. Just as he uncovers a potential murder, his bewitching co-trustee Evie arrives, and his key witness, a lawyer, drops dead. Knowing Evie can’t leave a ghost alone, Jax returns with his too-inquisitive partner to Afterthought and the eccentric assortment of friends and family who can shield her from whatever forces he’s unleashed. But wherever Evie goes, disturbed spirits follow. When still another lawyer is killed, she must coax the truth from his raging ghost. But are her shaky skills up to the challenge? And will she live long enough to understand her abilities. . . and Jax?

Download or read book Benders written by Scott Cords and published by AuthorHouse. This book was released on 2015-10-16 with total page 695 pages. Available in PDF, EPUB and Kindle. Book excerpt: Jaxon Copper awoke one morning with a startling preview of an event that would change his life. He was planning to be a simple potters apprentice and making his way in life with a trade that would have made him safe and comfortable. Instead, through a change he could never have foreseen, he was catapulted into a world of power and intrigue. A world of danger and of learning about things he never thought existed. Jax was about to become something never seen before, even by the powerful group of Benders, a group whose influence and manipulation of the world was mostly uttered as tales to frighten children or an excuse for describing the magic of evil wizards. Jaxon Copper would someday be one of the most influential people everif he survived.

Download or read book Advances in the Study of Behavior written by John C. Mitani and published by Academic Press. This book was released on 2010-08-02 with total page 394 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in the Study of Behavior was initiated over 40 years ago to serve the increasing number of scientists engaged in the study of animal behavior. That number is still expanding. This volume makes another important "contribution to the development of the field" by presenting theoretical ideas and research to those studying animal behavior and to their colleagues in neighboring fields. Advances in the Study of Behavior is now available online at ScienceDirect full-text online from volume 30 onward.

Download or read book Humble Beginnings written by Greg Alldredge and published by Greg Alldredge. This book was released on 2020-10-06 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: Not everyone in space is a hero... ... Some just struggle to survive in this crazy universe. Far Reach Station was a dream never fully realized. Built in deep space at the terminus of the Ring Network, the station became a port of call for adventurers, traders, and scoundrels from an untold number of worlds, each with hidden agendas. Most people that call the station home just want to make an extra ration of water to make life a little more comfortable. Some want to lord over their small patch of deck plate. Take your pick of professions, Private Investigator, Troubadour, Miner, or Delivery; all jobs take on an air of the dangerous while working in space. This is a place where villainy or heroism is only a question of choice. This collection is about common souls stuck in a tin can millions of miles from home, all trying to survive in an environment surrounded by the unknown. A place where change is the only constant. A station where humans are a rarity, struggling like the rest to find their place in the cosmos. Get it now.

Download or read book Building Recommendation Systems in Python and JAX written by Bryan Bischof Ph.D and published by "O'Reilly Media, Inc.". This book was released on 2023-12-04 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Implementing and designing systems that make suggestions to users are among the most popular and essential machine learning applications available. Whether you want customers to find the most appealing items at your online store, videos to enrich and entertain them, or news they need to know, recommendation systems (RecSys) provide the way. In this practical book, authors Bryan Bischof and Hector Yee illustrate the core concepts and examples to help you create a RecSys for any industry or scale. You'll learn the math, ideas, and implementation details you need to succeed. This book includes the RecSys platform components, relevant MLOps tools in your stack, plus code examples and helpful suggestions in PySpark, SparkSQL, FastAPI, and Weights & Biases. You'll learn: The data essential for building a RecSys How to frame your data and business as a RecSys problem Ways to evaluate models appropriate for your system Methods to implement, train, test, and deploy the model you choose Metrics you need to track to ensure your system is working as planned How to improve your system as you learn more about your users, products, and business case

Download or read book The Inside Man written by James Phelps and published by HarperCollins. This book was released on 2021-06-01 with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt: He's the only one who can stop a massacre ... The unputdownable action thriller from Australia's no.1 true crime writer. Riley Jax, convicted murderer. Once a promising engineer in the army, he lost everything in a single night when he killed a man – an act he cannot remember. It's a devastating gap in an otherwise perfect memory. Now he's facing a new life, one behind bars, where he has to learn a whole different set of rules and only the toughest survive. And as a series of deadly bombings rocks the outside world, the only man who might be able to find the truth behind the conspiracy ... is on the inside. Australia's no.1 true crime writer lets his imagination off the leash in this unputdownable action thriller for all fans of Matthew Reilly, Lee Child and David Baldacci. 'An exciting action thriller ... An enjoyable, easy flowing tale that will keep you turning the pages' Canberra Weekly 'A gripping new action thriller ... The story moves along at a lightning-fast pace. [Phelps has] got a knack for bringing you right into the heart of the action, making for some truly tense moments. The Inside Manticks all the boxes when it comes to an action-packed crime novel. If you enjoy authors like Tom Clancy, or are just looking for a thrilling new read, check out The Inside Man. I can't wait to see where Phelps takes this series next.' Better Reading

Download or read book Figuring Out Fluency Ten Foundations for Reasoning Strategies With Whole Numbers written by John J. SanGiovanni and published by Corwin Press. This book was released on 2024-03-22 with total page 281 pages. Available in PDF, EPUB and Kindle. Book excerpt: Because fluency practice is not a worksheet. Fluency in mathematics is more than basic facts or using algorithms. It is not about recall or speed. Real fluency is about choosing strategies that are efficient, flexible, lead to accurate solutions, and are appropriate for the given situation. Developing fluency is a matter of equity and access for all learners. The landmark book Figuring Out Fluency in Mathematics Teaching and Learning offered educators the inspiration to develop a deeper understanding of procedural fluency. It explained the seven Significant Strategies for fluency and offered a plethora of pragmatic tools for shifting classrooms toward a greater fluency approach. However, in order to become truly adept with these strategies, children must first have certain underlying foundational concepts and skills in place. Figuring Out Fluency-Ten Underlying Foundations for Reasoning Strategies with Whole Numbers explores the ideas that are essential to reasoning: Number Relationships; Subitizing and Decomposing; Distance to 10, 100, and 1,000; Counting and Skip-Counting; Properties of Addition and Its Inverse Relationship with Subtraction; Properties of Multiplication and Its Inverse Relationship with Division; Multiplying by 10s and 100s; Multiples and Factors; Doubling and Halving; and Computational Estimation. With this book, elementary teachers can Help children develop these foundational understandings, critical to reasoning and number sense. Leverage over 100 classroom-ready routines, centers, and games to develop these concepts both in first instruction, practice, and intervention. Download all of the needed support tools, game boards, and other resources from the companion website for immediate implementation Develop each and every students’ knowledge and power to become skilled and confident mathematical thinkers and doers.

Download or read book Unexpected Mate written by Harper B. Cole and published by . This book was released on with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: Carter didn't believe in true mates... until he met Brand One scent was all it took. There was one big problem... when he met Brand, he was at a prenatal visit with his mate, Aaron, for their first child. And Brand was Aaron's doctor. Carter wasn't going to let the pull he felt toward Brand ruin what he had with Aaron, though, and Brand kept silent, so he let it fade. Six years later, a car crash changed Carter's life It tore Aaron from him and broke his little boy in ways they are still trying to heal two years later. Carter's had two years of grieving, and he's ready to see if Brand and fate will give him another chance. Brand absolutely believes in true mates... and Carter isn't his When Carter approaches him, Brand has no idea what he's talking about. Brand's never experienced that lightning from the sky moment, the fireworks, the scent--but he wants it. He wants it all. And he's not going to take anything less than everything, no matter how attractive Carter is. If Carter can't win Brand over the easy way, he's determined to do it the old fashioned way: with lots of wooing. But unknown to them, Brand has come to the attention of a group that poses a danger to all shifters everywhere, and their problems are just beginning. Unexpected Mate is a 61,000 word novel with pregnancies galore, danger lurking in the shadows, and finding healing in those you love.

Download or read book The Gluten Free Revolution written by Jax Peters Lowell and published by Holt Paperbacks. This book was released on 2015-02-03 with total page 656 pages. Available in PDF, EPUB and Kindle. Book excerpt: An expanded, revised, and exhaustively updated 20th anniversary edition of the book that fired the first shot—a comprehensive and entertaining guide to living gluten-free Way ahead of its time, the original edition of this book, Against the Grain, was the first book of its kind: a funny, supportive, and absolutely essential handbook for gluten-free living. With two successful editions and countless devoted fans, this book has helped thousands of gluten-free readers follow their diets with creativity, resourcefulness, and, always, good humor. The Gluten-Free Revolution is fully revised and updated with the newest resources and information, and is packed with authoritative, practical advice for every aspect of living without gluten. With her signature wit and style, Lowell guides readers through the intricacies of shopping; understanding labels, from cosmetics to prescription drugs; strategies for eating out happily and preparing food safely at home; advice about combining gluten-free eating with any other diet, like gluten-free-paleo and gluten-free-dairy-free; negotiating complicated emotional and interpersonal reactions to your new diet; and includes fabulous gluten-free recipes from the best chefs in the world, including Thomas Keller, Rick Bayless, Alice Waters, Bobby Flay, and Nigella Lawson, among many others. The Gluten-Free Revolution remains the ultimate and indispensable resource for navigating your gluten-free life.

Download or read book The Club Ace written by Jenna Elliot and published by ImaJinn Books. This book was released on 2015-02-14 with total page 221 pages. Available in PDF, EPUB and Kindle. Book excerpt: Her name was Emme. Girl next door, thrill-seeker, open and eager for everything she could learn from my club, Command Performance. Everything she could learn from me. Sensations she could only imagine in her wildest fantasies. Acts of submission that would change her forever. But she's playing me. A level one candidate is playing me. A neophyte. I might laugh except I'm intrigued. It's been so long since anyone's caught my attention. Emme submits. Obeys. Yet challenges me at the same time. Her brightness calls to something dark in my soul, shines light into a past best left unexplored. But how is that even possible? No one gets that close. My past is my past. Dark. Lethal. Hellish. I am what I am. I warned her. The rest is up to her. Jenna Elliot has been writing since she was a baby gator at the University of Florida. What started as sweet romances soon turned into steamy new adult novels. When she's not writing--or researching --Jenna enjoys spending time with her adopted Basset Hound and cat, Sherlock and Watson, cooking new recipes from Pinterest, and binge watching Netflix. Her life goals include being a contestant on a game show, writing a book (check!), and conquering her resting bitch face. Jenna is a lover, not a fighter.

Download or read book Learning Java written by Patrick Niemeyer and published by "O'Reilly Media, Inc.". This book was released on 2005-05-20 with total page 976 pages. Available in PDF, EPUB and Kindle. Book excerpt: [This volume] provides an ... introduction to the most important programming language today. Java has become the language of choice for a wide variety of applications, web services, secure network systems, XML-based tools, reusable components, and enterprise systems.-Back cover.