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Deep Learning with Python (Second Edition) introduces the field of deep learning using Python and the powerful Keras library. In this revised and expanded new edition, Keras creator François Chollet offers insights for both novice and experienced machine learning practitioners. As you move through this book, you’ll build your understanding through intuitive explanations and clear examples. You’ll quickly pick up the skills you need to start developing deep learning applications.

Generative AI is the hottest topic in tech. This practical book teaches machine learning engineers and data scientists how to use TensorFlow and Keras to create impressive generative deep learning models from scratch, including variational autoencoders (VAEs), generative adversarial networks (GANs), Transformers, normalizing flows, energy-based models, and denoising diffusion models.

Since their introduction in 2017, transformers have quickly become the dominant architecture for achieving state-of-the-art results on a variety of natural language processing tasks. If you're a data scientist or coder, this practical book shows you how to train and scale these large models using Hugging Face Transformers, a Python-based deep learning library. 

Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements. Author Chip Huyen, cofounder of Claypot AI, considers each design decision in the context of how it can help your system as a whole achieve its objectives.

In this volume in the MIT Press Essential Knowledge series, computer scientist John Kelleher offers an accessible and concise but comprehensive introduction to the fundamental technology at the heart of the artificial intelligence revolution. Kelleher explains some of the basic concepts in deep learning, presents a history of advances in the field, and discusses the current state of the art.

Author Martin Kleppmann helps you navigate the diverse data landscape by examining the pros and cons of various technologies for processing and storing data. Software keeps changing, but the fundamental principles remain the same. With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications. 

How will AI evolve and what major innovations are on the horizon? What will its impact be on the job market, economy, and society? What is the path toward human-level machine intelligence? What should we be concerned about as artificial intelligence advances? Architects of Intelligence contains a series of in-depth, one-to-one interviews where New York Times best-selling author Martin Ford uncovers the truth behind these questions from some of the brightest minds in the artificial intelligence community.

There are countless ways to put deep learning to good use: improved medical imaging, credit card fraud detection, long range weather forecasting. PyTorch puts these superpowers in your hands, providing a comfortable Python experience that gets you started quickly and then grows with you as you - and your deep-learning skills - become more sophisticated.

As organizations shift from monolithic applications to smaller, self-contained microservices, distributed systems have become more fine-grained. But developing these new systems brings its own host of problems. This expanded second edition takes a holistic view of topics that you need to consider when building, managing, and scaling microservices architectures. Through clear examples and practical advice, author Sam Newman gives everyone from architects and developers to testers and IT operators a firm grounding in the concepts.

"The most important book on AI this year." --The Guardian "Mr. Russell's exciting book goes deep, while sparkling with dry witticisms." --The Wall Street Journal "The most important book I have read in quite some time" (Daniel Kahneman); "A must-read" (Max Tegmark); "The book we've all been...

AI has acquired startling new language capabilities in just the past few years. Driven by rapid advances in deep learning, language AI systems are able to write and understand text better than ever before. This trend is enabling new features, products, and entire industries. With this book, listeners will learn practical tools and concepts they need to use these capabilities today.

There are no easy decisions in software architecture. Instead, there are many hard parts—difficult problems or issues with no best practices—that force you to choose among various compromises. With this book, you'll learn how to think critically about the trade-offs involved with distributed architectures. Architecture veterans and practicing consultants Neal Ford, Mark Richards, Pramod Sadalage, and Zhamak Dehghani discuss strategies for choosing an appropriate architecture.

Cloud Native Patterns is your guide to developing strong applications that thrive in the dynamic, distributed, virtual world of the cloud. This audiobook presents a mental model for cloud-native applications, along with the patterns, practices, and tooling that set them apart. Cloud platforms promise the holy grail: Near-zero downtime, infinite scalability, short feedback cycles, fault-tolerance, and cost control. But how do you get there? Learn these fundamental patterns and practices, and you’ll be ready to thrive in the dynamic, distributed, virtual world of the cloud.

In Build a Large Language Model (from Scratch) bestselling author Sebastian Raschka guides you step by step through creating your own LLM. Each stage is explained with clear text, diagrams, and examples. You’ll go from the initial design and creation, to pretraining on a general corpus, and on to fine-tuning for specific tasks.

Data science experts Foster Provost and Tom Fawcett, Data Science for Business introduces the fundamental principles of data science, and walks you through the "data-analytic thinking" necessary for extracting useful knowledge and business value from the data you collect. This guide also helps you understand the many data-mining techniques in use today. 

Abandoned by her mother one Christmas Eve, eleven-year-old Meg Lefleur has learned the hard way to rely on no one. Now one of the unadoptable "big girls" at the Lafayette County Orphan Asylum, she fights each day to keep her spirit unbowed. Birdie Calhoun, unmarried and outspoken, has come to Oxford to ask her socialite sister to help the struggling family she’s left behind. But as the Depression tightens its grip, Birdie discovers her sister’s seemingly charmed life is a tapestry of lies.

A man. His ex-girlfriend's cat. A sadistic game show unlike anything in the universe: a dungeon crawl where survival depends on killing your prey in the most entertaining way possible. In a flash, every human-erected construction on Earth - from Buckingham Palace to the tiniest of sheds - collapses in a heap, sinking into the ground. The buildings and all the people inside have all been atomized and transformed into the dungeon: an 18-level labyrinth filled with traps, monsters, and loot.

Acclaimed actress Claire Danes burnishes an epic story of heroes, gods, and monsters in a groundbreaking translation of The Odyssey, the first great adventure story in the Western literary tradition. When the wily warrior-king Odysseus sets off for home after the Trojan War, he doesn’t realize this simple undertaking will become a perilous journey of 10 years. Beset at every turn, he encounters obstacles, detours, and temptations—both supernatural and human—while his wife Penelope fends off would-be suitors desperate to take the throne.

The top 10 list is populated. The sponsorship program is open. The difficulty is ramping up. The first three floors were nothing compared to what Carl and Donut now face. The Iron Tangle. An impossibly complicated subway system built out of the world's subterranean railway systems, all combined and then tied together into a knot. Up is down.

A floating fortress occupied by warrior gnomes. A castle made of sand. A derelict submarine guarded by malfunctioning machines. A haunted crypt surrounded by lethal traps. It was supposed to be easy. One bubble. Four castles. Fifteen days. Capture each one, and the stairwell is unlocked.

THE #1 NEW YORK TIMES BESTSELLING PHENONEMON A Katie Couric Book Club Pick A Jen Hatmaker Book Club Pick “[A] word-of-mouth smash hit.” —The New York Times “A treasure.” —Hoda Kotb One spring morning, a stranger named Theo arrives in the small Southern city of Golden. He...

A lush jungle teeming with danger. Savage dinosaurs seeking blood. A fallen princess intent on vengeance. A mysterious, end-of-floor celebration for the top crawlers, dubbed “The Butcher’s Masquerade”. The sixth floor. The Hunting Grounds. As the remaining crawlers battle for their lives, a new, terrible threat looms. Outside, tourists are finally allowed to enter the game, and they are here and ready to hunt. Among them is Vrah, a famed and veteran hunter, intent on collecting the biggest trophy of her career.

A pantheon of forgotten gods. An old grudge between a talk show host, an heiress, and the man they shattered along the way. A rapidly deteriorating AI system. An inconvenient tiara upon the head of a friend.

Ryland Grace is the sole survivor on a desperate, last-chance mission - and if he fails, humanity and the Earth itself will perish. Except that right now, he doesn't know that. He can't even remember his own name, let alone the nature of his assignment or how to complete it. All he knows is that he's been asleep for a very, very long time. And he's just been awakened to find himself millions of miles from home, with nothing but two corpses for company.

As chaos and mass panic spread outside the dungeon in the wake of Faction Wars, Carl and Donut find themselves on the tenth floor, where they’re forced to compete in a surprisingly normal set of tasks. Well, normal for the dungeon. Races. Get from point A to point B, and don’t come in last. After each race, they pick an upgrade for their vehicle and the track gets more challenging. It all seems a little too normal, a little too simple.

The ninth floor. Nine armies, each led by rich and powerful aliens from across the galaxy. Each team has one objective: to capture and hold the castle at the very center of the battlefield. Strategy, alliances, pitched battles, and, of course, betrayal ... It all makes for great fun and even greater television. After all, none of these powerful aliens really die when they’re playing war. Except this time. This time, winner takes all. Those who fall, stay in the ground.

When private chef, Isla Merrin accepts a summer position at Maplehurst Manor, she's not there for the prestige or the pay. She's there because her twin sister Clemmie worked in these kitchens and weeks after leaving, took her own life. Nestled in the exclusive hills of the Cotswolds, behind Maplehurst's honey-stone walls and manicured lawns lies a darker truth. Staff members flee in terror. Young women disappear into silence. And all the while, the show goes on.

Block 42 Lot 17 is the most coveted oceanfront property in Shore Haven, and both Damon Burke and Jade Buchanan are certain it’s already theirs. The elderly owner, Clarabelle Spicket, promised it to Damon. She also promised it to Jade. Awkward… Now thanks to a provision in the will, the town’s coldest real estate shark and its fiercest power player are forced to spend the next four months living there together or else they forfeit the property.

There is no mess that Kelly Henderson can’t clean up. The right question here, the right pressure there, maybe a bit of cash is all it takes. Kelly walked away from a legit career as a lawyer, and there are days he regrets that his livelihood relies on unscrupulous people doing dishonest things. But he is very good at what he does. Then, a new case comes his way, a hot potato so scorching that Kelly should have never laid his fingers on it.

Get ready to be transported to the world of Harry Potter in a captivating production that features hundreds of unique voices and immersive sound design that brings the wizarding world vividly to life in Dolby Atmos. You’ll hear footsteps echoing through the corridors of Hogwarts and the heart-racing whoosh of the Golden Snitch as it darts past your ears in the heat of a Quidditch match. Also featuring an electrifying new musical score, The Full-Cast Audio Editions present J.K. Rowling’s iconic series as a truly spellbinding listening event for the whole family.

INSTANT #1 NEW YORK TIMES BESTSELLER “Regime Change is exceptional. It transcends its genre...the book is packed with news that will stay news...This is reporting of consequence.” —David Remnick, The New Yorker “A flabbergasting feat of political reporting.” —Tina Brown “Riveting...

What is a happily ever after really worth? Naomi was living the quintessential love story. Boy meets girl. They fall in love, get married, buy a dream house, start a family . . . Then—he kicks her out, hires the city’s best divorce lawyers, drains their accounts, and takes up with a...

From New York Times bestselling authors Andrews & Wilson comes another heart-stopping installment in the popular Tier One series, perfect for fans of Jack Carr. After rescuing a teammate from a covert detention facility in East Asia, it’s back to business as usual for John Dempsey and Task...

#1 NEW YORK TIMES BESTSELLER OVER TWO MILLION COPIES SOLD Discover the word-of-mouth hit hailed by Ann Patchett as “A cause for celebration”—an intimate novel about the transformative power of the written word and the beauty of slowing down to reconnect with the people we love...

Get ready to be transported to the world of Harry Potter in a captivating production that features hundreds of unique voices and immersive sound design that brings the wizarding world vividly to life in Dolby Atmos. You’ll hear footsteps echoing through the corridors of Hogwarts and the heart-racing whoosh of the Golden Snitch as it darts past your ears in the heat of a Quidditch match. Also featuring an electrifying new musical score, The Full-Cast Audio Editions present J.K. Rowling’s iconic series as a truly spellbinding listening event for the whole family.

Get ready to be transported to the world of Harry Potter in a captivating production that features hundreds of unique voices and immersive sound design that brings the wizarding world vividly to life in Dolby Atmos. You’ll hear footsteps echoing through the corridors of Hogwarts and the heart-racing whoosh of the Golden Snitch as it darts past your ears in the heat of a Quidditch match. Also featuring an electrifying new musical score, The Full-Cast Audio Editions present J.K. Rowling’s iconic series as a truly spellbinding listening event for the whole family.