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 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 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 The Essential Reader s Companion Star Wars written by Pablo Hidalgo and published by Random House Worlds. This book was released on 2012-10-02 with total page 498 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Download or read book Essentials of Laboratory Animal Science Principles and Practices written by P. Nagarajan and published by Springer Nature. This book was released on 2021-07-23 with total page 797 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprehensively reviews the anatomy, physiology, genetics and pathology of laboratory animals as well as the principles and practices of using laboratory animals for biomedical research.It covers the design of buildings used for laboratory animals, quality control of laboratory animals, and toxicology, and discusses various animal models used for human diseases. It also highlights aspects, such as handling and restraint and administration of drugs, as well as breeding and feeding of laboratory animals, and provides guidelines for developing meaningful experiments using laboratory animals.Further, the book discusses various alternatives to animal experiments for drug and chemical testing, including their advantages over the current approaches. Lastly, it examines the potential effect of harmful pathogens on the physiology of laboratory animals and discusses the state of art in in vivo imaging techniques.The book is a useful resource for research scientists, laboratory animal veterinarians, and students of laboratory animal medicine.

Download or read book Essential Math Skills for Engineers written by Clayton R. Paul and published by John Wiley & Sons. This book was released on 2011-09-20 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: Just the math skills you need to excel in the study or practice of engineering Good math skills are indispensable for all engineers regardless of their specialty, yet only a relatively small portion of the math that engineering students study in college mathematics courses is used on a frequent basis in the study or practice of engineering. That's why Essential Math Skills for Engineers focuses on only these few critically essential math skills that students need in order to advance in their engineering studies and excel in engineering practice. Essential Math Skills for Engineers features concise, easy-to-follow explanations that quickly bring readers up to speed on all the essential core math skills used in the daily study and practice of engineering. These fundamental and essential skills are logically grouped into categories that make them easy to learn while also promoting their long-term retention. Among the key areas covered are: Algebra, geometry, trigonometry, complex arithmetic, and differential and integral calculus Simultaneous, linear, algebraic equations Linear, constant-coefficient, ordinary differential equations Linear, constant-coefficient, difference equations Linear, constant-coefficient, partial differential equations Fourier series and Fourier transform Laplace transform Mathematics of vectors With the thorough understanding of essential math skills gained from this text, readers will have mastered a key component of the knowledge needed to become successful students of engineering. In addition, this text is highly recommended for practicing engineers who want to refresh their math skills in order to tackle problems in engineering with confidence.

Download or read book Essential Concepts in MRI written by Yang Xia and published by John Wiley & Sons. This book was released on 2022-05-31 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: ESSENTIAL CONCEPTS IN MRI A concise and complete introductory treatment of NMR and MRI Essential Concepts in MRI delivers the first comprehensive look at magnetic resonance imaging with a practical focus on nuclear magnetic resonance spectroscopy applications. The book includes the essential components of MRI and NMR and is written for anyone new to the field of MRI who seeks to gain a complete understanding of all four essential components of MRI: physics theory, instrumentation, spectroscopy, and imaging. Highly visual and including numerous full color figures that provide crucial graphical descriptions of key concepts discussed in the book, Essential Concepts in MRI includes discussions of quantitative and creative MRI, as well as spatial mapping in MRI and the effects of the field gradient and k-space imaging. The book also covers: A thorough introduction to essential concepts in nuclear magnetic resonance, including classical descriptions of NMR and quantum mechanical descriptions of NMR Comprehensive explorations of essential concepts in NMR instrumentation, including magnets, radio-frequency coils, transmitters, and receivers Practical discussions of essential concepts in NMR spectroscopy, including simple 1D spectroscopy, double resonance, and dipolar interactions in two-spin systems In-depth examinations of essential concepts in MRI, including the design of MRI pulse sequences and the elements of MRI instrumentation, with a special focus on quantitative MRI Essential Concepts in MRI is a must-read reference for upper-level undergraduate and postgraduate students in the physical and medical sciences, especially radiology, MRI, and imaging courses. It is also essential for students and researchers in the biomedical sciences and engineering.

Download or read book Essentials of Stem Cell Biology written by Robert Lanza and published by Academic Press. This book was released on 2009-06-05 with total page 681 pages. Available in PDF, EPUB and Kindle. Book excerpt: First developed as an accessible abridgement of the successful Handbook of Stem Cells, Essentials of Stem Cell Biology serves the needs of the evolving population of scientists, researchers, practitioners and students that are embracing the latest advances in stem cells. Representing the combined effort of seven editors and more than 200 scholars and scientists whose pioneering work has defined our understanding of stem cells, this book combines the prerequisites for a general understanding of adult and embryonic stem cells with a presentation by the world's experts of the latest research information about specific organ systems. From basic biology/mechanisms, early development, ectoderm, mesoderm, endoderm, methods to application of stem cells to specific human diseases, regulation and ethics, and patient perspectives, no topic in the field of stem cells is left uncovered. - Selected for inclusion in Doody's Core Titles 2013, an essential collection development tool for health sciences libraries - Contributions by Nobel Laureates and leading international investigators - Includes two entirely new chapters devoted exclusively to induced pluripotent stem (iPS) cells written by the scientists who made the breakthrough - Edited by a world-renowned author and researcher to present a complete story of stem cells in research, in application, and as the subject of political debate - Presented in full color with glossary, highlighted terms, and bibliographic entries replacing references

Download or read book Essential Math for Data Science written by Thomas Nield and published by "O'Reilly Media, Inc.". This book was released on 2022-05-26 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Download or read book Essential Breakthroughs Conversations about Men Mothers and Mothering written by Fionna Joy Green and published by Demeter Press. This book was released on 2015-11-01 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: Essential Breakthroughs: Conversations About Men, Mothers, and Mothering thinks from the nexus of gender, essentialism, and care. The authors creatively blend the philosophical and the personal to collectively argue that while gender is essential to our social and theoretical definitions of care, it is dangerously co-opted into naturalized discourses, which limit particular identities and negate certain forms of care. The perspectives curated in Essential Breakthroughs illuminate how care, as a respected and productive cultural ethic, is neither inherent nor instinctual for any human, but is learned and fostered. The chapters are informed by feminist, queer, and trans politics, wielding post-structuralist methodologies of unlearning and deconstruction, while maintaining the maternal lens as a credible feminist analytical tool and not as a gender-essentialist practice.

Download or read book Fundamentals of Learning and Memory written by John P. Houston and published by Academic Press. This book was released on 2014-05-10 with total page 658 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fundamentals of Learning and Memory, Second Edition provides information pertinent to the basic conditioning processes. This book presents an integration of the fields of animal and human learning. Organized into six parts encompassing 17 chapters, this edition begins with an overview of the definition of learning that encompasses many of the elements of alternative definitions. This text then considers the processes of acquisition, including a detailed discussion of contiguity, practice, and reinforcement. Other chapters include an extensive discussion of issues, problems, and alternative theories within the field of retention. This book discusses as well the problem of transfer, with emphasis on stimulus generation and transfer of training. The final chapter deals with behavior modification as a general method for understanding, altering, and controlling behavior, which differs dramatically from more traditional clinical or therapeutic approaches. This book is a valuable resource for psychologists, behavior therapists, behavior modification theorists, and psychology students.

Download or read book Green Arrow War of the Clans DC Essential Edition written by Jeff Lemire and published by DC Comics. This book was released on 2019-01-01 with total page 484 pages. Available in PDF, EPUB and Kindle. Book excerpt: The entire Green Arrow run of New York Times best-selling author Jeff Lemire is now collected in its entirety in this all-new Essential Edition trade paperback graphic novel! Oliver Queen thought he had it all figured out. As the heroic archer Green Arrow, he'd finally found a sense of purpose, friends to aid him, even a place on the Justice League of America. But now he's not even sure where he came from... or whom he came from. As Green Arrow discovers that his stranding on a desert island was more than just an accident, there seem to be more sinister forces at work behind all these sudden revelations. The Queen family is embroiled in a war generations old. A war of clans. A war of outsiders. Acclaimed creative team Jeff Lemire (Animal Man) and Andrea Sorrentino (I, Vampire) take Green Arrow on his most challenging adventure yet. Collects Green Arrow #17-34, Green Arrow Futures End #1 and Green Arrow Secret Origins. The DC Essential Edition series of graphic novels highlights the best standalone stories the medium has to offer featuring comics' greatest characters. These trade paperback editions focus on the easiest entry points DC has in its vast library, with seminal, groundbreaking tales that transcend the printed page. Start with the Essentials.

Download or read book Essential Software Architecture written by Ian Gorton and published by Springer Science & Business Media. This book was released on 2011-04-27 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: Job titles like “Technical Architect” and “Chief Architect” nowadays abound in software industry, yet many people suspect that “architecture” is one of the most overused and least understood terms in professional software development. Gorton’s book tries to resolve this dilemma. It concisely describes the essential elements of knowledge and key skills required to be a software architect. The explanations encompass the essentials of architecture thinking, practices, and supporting technologies. They range from a general understanding of structure and quality attributes through technical issues like middleware components and service-oriented architectures to recent technologies like model-driven architecture, software product lines, aspect-oriented design, and the Semantic Web, which will presumably influence future software systems. This second edition contains new material covering enterprise architecture, agile development, enterprise service bus technologies, RESTful Web services, and a case study on how to use the MeDICi integration framework. All approaches are illustrated by an ongoing real-world example. So if you work as an architect or senior designer (or want to someday), or if you are a student in software engineering, here is a valuable and yet approachable knowledge source for you.

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 Essentials of Blood Product Management in Anesthesia Practice written by Corey S. Scher and published by Springer Nature. This book was released on 2021-03-12 with total page 469 pages. Available in PDF, EPUB and Kindle. Book excerpt: This comprehensive book is written to inform and improve outcomes of patients in need of blood management during surgical procedures. Information is presented in an accessible format, allowing for immediate use in clinical practice. Beginning with an overview of the history of blood transfusions, early chapters present the foundational information needed to comprehend information in later chapters. Nuanced procedures, drugs, and techniques are covered, including new biologicals to assist clotting and blood substitutes. Further discussions focus on potential complications seen in blood transfusions, such as diseases of the coagulation system, pathogen transmissions, and acute lung injuries. Chapters also examine the complexities of treating specific demographics, of which include the geriatric patient and patients suffering from substance abuse. Essentials of Blood Product Management in Anesthesia Practice is an invaluable guide for anesthesiologists, surgeons, trauma physicians, and solid organ transplant providers.

Download or read book The Essential Guide to Warfare Star Wars written by Jason Fry and published by Random House Worlds. This book was released on 2012-04-03 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: THE DEFINITIVE GUIDE TO THE ULTIMATE INTERGALACTIC BATTLEFIELD Like many a great epic, Star Wars is rooted in a rich history of armed conflict. Now, for the first time, the facts, figures, and fascinating backstories of major clashes and combatants in the vast Star Wars universe have been documented in one fully illustrated volume. Extensively researched and inventively written, Star Wars: The Essential Guide to Warfare combines action-filled narrative with encyclopedic knowledge that: • explores notable military units and groups • traces the development of significant armaments and technologies • profiles key warship classes, ground units, and manufacturers • provides capsule biographies of great military leaders • presents eyewitness troopers’ accounts of combat • plus—enough additional profiles, intel, history, and lore to span the cosmos! Encompassing all of the Star Wars media, including the legendary films, the hit TV series Star Wars: The Clone Wars, the bestselling books, comics, and videogames, and packed with original full-color artwork, Star Wars: The Essential Guide to Warfare is a conquering achievement.