Google Jax Essentials

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Google JAX Essentials

Author : Mei Wong
Publisher : GitforGits
Page : 161 pages
File Size : 41,6 Mb
Release : 2023-05-31
Category : Computers
ISBN : 9788196288327

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Google JAX Essentials by Mei Wong Pdf

"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

Author : Mei Wong
Publisher : GitforGits
Page : 161 pages
File Size : 47,5 Mb
Release : 2023-05-31
Category : Computers
ISBN : 9788196288327

Get Book

Google JAX Essentials by Mei Wong Pdf

"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.

The Essential Reader's Companion: Star Wars

Author : Pablo Hidalgo
Publisher : Random House Worlds
Page : 498 pages
File Size : 53,8 Mb
Release : 2012-10-02
Category : Fiction
ISBN : 9780345542724

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The Essential Reader's Companion: Star Wars by Pablo Hidalgo Pdf

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.

Essentials of Laboratory Animal Science: Principles and Practices

Author : P. Nagarajan,Ramachandra Gudde,Ramesh Srinivasan
Publisher : Springer Nature
Page : 797 pages
File Size : 47,9 Mb
Release : 2021-07-23
Category : Science
ISBN : 9789811609879

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Essentials of Laboratory Animal Science: Principles and Practices by P. Nagarajan,Ramachandra Gudde,Ramesh Srinivasan Pdf

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.

Essential Math Skills for Engineers

Author : Clayton R. Paul
Publisher : John Wiley & Sons
Page : 246 pages
File Size : 54,8 Mb
Release : 2011-09-20
Category : Computers
ISBN : 9781118211106

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Essential Math Skills for Engineers by Clayton R. Paul Pdf

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.

Essential Concepts in MRI

Author : Yang Xia
Publisher : John Wiley & Sons
Page : 372 pages
File Size : 45,6 Mb
Release : 2022-05-31
Category : Medical
ISBN : 9781119798217

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Essential Concepts in MRI by Yang Xia Pdf

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.

Essentials of Stem Cell Biology

Author : Robert Lanza,John Gearhart,Brigid Hogan,Douglas Melton,Roger Pedersen,E. Donnall Thomas,James A. Thomson,Ian Wilmut
Publisher : Academic Press
Page : 681 pages
File Size : 42,8 Mb
Release : 2009-06-05
Category : Science
ISBN : 9780080884974

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Essentials of Stem Cell Biology by Robert Lanza,John Gearhart,Brigid Hogan,Douglas Melton,Roger Pedersen,E. Donnall Thomas,James A. Thomson,Ian Wilmut Pdf

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

Essential Math for Data Science

Author : Thomas Nield
Publisher : "O'Reilly Media, Inc."
Page : 352 pages
File Size : 40,7 Mb
Release : 2022-05-26
Category : Computers
ISBN : 9781098102906

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Essential Math for Data Science by Thomas Nield Pdf

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

Fundamentals of Learning and Memory

Author : John P. Houston
Publisher : Academic Press
Page : 658 pages
File Size : 40,6 Mb
Release : 2014-05-10
Category : Psychology
ISBN : 9781483277561

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Fundamentals of Learning and Memory by John P. Houston Pdf

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.

Green Arrow: War of the Clans (DC Essential Edition)

Author : Jeff Lemire
Publisher : DC Comics
Page : 484 pages
File Size : 52,9 Mb
Release : 2019-01-01
Category : Comics & Graphic Novels
ISBN : 9781401297213

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Green Arrow: War of the Clans (DC Essential Edition) by Jeff Lemire Pdf

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.

Essential Software Architecture

Author : Ian Gorton
Publisher : Springer Science & Business Media
Page : 251 pages
File Size : 49,6 Mb
Release : 2011-04-27
Category : Computers
ISBN : 9783642191763

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Essential Software Architecture by Ian Gorton Pdf

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.

Building Recommendation Systems in Python and JAX

Author : Bryan Bischof Ph.D,Hector Yee
Publisher : "O'Reilly Media, Inc."
Page : 296 pages
File Size : 40,8 Mb
Release : 2023-12-04
Category : Computers
ISBN : 9781492097952

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Building Recommendation Systems in Python and JAX by Bryan Bischof Ph.D,Hector Yee Pdf

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

The Essential Guide to Warfare: Star Wars

Author : Jason Fry,Paul R. Urquhart
Publisher : Del Rey
Page : 256 pages
File Size : 49,6 Mb
Release : 2012-10-02
Category : Fiction
ISBN : 9780345542748

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The Essential Guide to Warfare: Star Wars by Jason Fry,Paul R. Urquhart Pdf

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 artwork, Star Wars: The Essential Guide to Warfare is a conquering achievement.

Essentials of Blood Product Management in Anesthesia Practice

Author : Corey S. Scher,Alan David Kaye,Henry Liu,Seth Perelman,Sarah Leavitt
Publisher : Springer Nature
Page : 469 pages
File Size : 51,7 Mb
Release : 2021-03-12
Category : Medical
ISBN : 9783030592950

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Essentials of Blood Product Management in Anesthesia Practice by Corey S. Scher,Alan David Kaye,Henry Liu,Seth Perelman,Sarah Leavitt Pdf

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.

Fodor's Essential Caribbean

Author : Fodor's Travel Guides
Publisher : Fodor's Travel
Page : 1301 pages
File Size : 46,6 Mb
Release : 2022-09-06
Category : Travel
ISBN : 9781640975200

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Fodor's Essential Caribbean by Fodor's Travel Guides Pdf

Whether you want to stay at an all-inclusive resort, find the best beach, or snorkel around some of the world’s best coral reefs, the local Fodor’s travel experts in the Caribbean are here to help! Fodor’s Essential Caribbean guidebook is packed with maps, carefully curated recommendations, and everything else you need to simplify your trip-planning process and make the most of your time. This new edition has been fully-redesigned with an easy-to-read layout, fresh information, and beautiful color photos. Fodor’s Essential Caribbean travel guide includes: AN ILLUSTRATED ULTIMATE EXPERIENCES GUIDE to the top things to see and do MULTIPLE ITINERARIES to effectively organize your days and maximize your time MORE THAN 65 DETAILED MAPS to help you navigate confidently COLOR PHOTOS throughout to spark your wanderlust! HONEST RECOMMENDATIONS on the best sights, restaurants, hotels, nightlife, shopping, activities, and more PHOTO-FILLED “BEST OF” FEATURES on “Best Luxury All-Inclusive Resorts,” “Best Outdoor Activities,” “Best Beaches in the Caribbean,” “Best Places to Experience Carnival” “Best Dive and Snorkel Destinations” and more TRIP-PLANNING TOOLS AND PRACTICAL TIPS including when to go, getting around, beating the crowds, and saving time and money HISTORICAL AND CULTURAL INSIGHTS providing rich context on the local people, cuisine, geography and more SPECIAL FEATURES on “Flavors of the Caribbean” “What to Know Before You Go,” “Caribbean Weddings,” and “Renting a Villa” LOCAL WRITERS to help you find the under-the-radar gems UP-TO-DATE COVERAGE ON: Anguilla, Aruba, Antigua & Barbuda, Barbados, Bonaire, Cayman Islands, Curacao, Dominican Republic, Grenada, Guadeloupe, Jamaica, Martinique, Puerto Rico, Saint Lucia, St. Maarten, St. Barth’s, St. Kitts & Nevis, Turks & Caicos, the Virgin Islands, and more. Planning on visiting a specific Caribbean Island or taking a Caribbean cruise? Check out Fodor’s Caribbean Cruise Ports of Call, Fodor’s Puerto Rico, InFocus Aruba, InFocus Barbados & Saint Lucia, InFocus Cayman Islands, InFocus St. Maarten/St. Martin, St. Barth & Anguilla, InFocus Turks & Caicos, or U.S. and British Virgin Islands. *Important note for digital editions: The digital edition of this guide does not contain all the images or text included in the physical edition. ABOUT FODOR'S AUTHORS: Each Fodor's Travel Guide is researched and written by local experts. Fodor’s has been offering expert advice for all tastes and budgets for over 80 years. For more travel inspiration, you can sign up for our travel newsletter at fodors.com/newsletter/signup, or follow us @FodorsTravel on Facebook, Instagram, and Twitter. We invite you to join our friendly community of travel experts at fodors.com/community to ask any other questions and share your experience with us!