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Design robust graph neural networks with PyTorch Geometric by combining graph theory and neural networks with the latest developments and appsPurchase of the print or Kindle book includes a free PDF eBookKey Features:Implement state-of-the-art graph neural network architectures in PythonCreate your own graph datasets from tabular dataBuild powerful traffic forecasting, recommender systems, and anomaly detection applicationsBook Description:Graph neural networks are a highly effective tool for analyzing data that can be represented as a graph, such as social networks, chemical compounds, or transportation networks. The past few years have seen an explosion in the use of graph neural networks, with their application ranging from natural language processing and computer vision to recommendation systems and drug discovery.Hands-On Graph Neural Networks Using Python begins with the fundamentals of graph theory and shows you how to create graph datasets from tabular data. As you advance, you'll explore major graph neural network architectures and learn essential concepts such as graph convolution, self-attention, link prediction, and heterogeneous graphs. Finally, the book proposes applications to solve real-life problems, enabling you to build a professional portfolio. The code is readily available online and can be easily adapted to other datasets and apps.By the end of this book, you'll have learned to create graph datasets, implement graph neural networks using Python and PyTorch Geometric, and apply them to solve real-world problems, along with building and training graph neural network models for node and graph classification, link prediction, and much more.What You Will Learn:Understand the fundamental concepts of graph neural networksImplement graph neural networks using Python and PyTorch GeometricClassify nodes, graphs, and edges using millions of samplesPredict and generate realistic graph topologiesCombine heterogeneous sources to improve performanceForecast future events using topological informationApply graph neural networks to solve real-world problemsWho this book is for:This book is for machine learning practitioners and data scientists interested in learning about graph neural networks and their applications, as well as students looking for a comprehensive reference on this rapidly growing field. Whether you're new to graph neural networks or looking to take your knowledge to the next level, this book has something for you. Basic knowledge of machine learning and Python programming will help you get the most out of this book.

Intermediate level, for programmers fairly familiar with Java, but new to the functional style of programming and lambda expressions.Get ready to program in a whole new way. Functional Programming in Java will help you quickly get on top of the new, essential Java 8 language features and the functional style that will change and improve your code. This short, targeted book will help you make the paradigm shift from the old imperative way to a less error-prone, more elegant, and concise coding style that's also a breeze to parallelize. You'll explore the syntax and semantics of lambda expressions, method and constructor references, and functional interfaces. You'll design and write applications better using the new standards in Java 8 and the JDK. Lambda expressions are lightweight, highly concise anonymous methods backed by functional interfaces in Java 8. You can use them to leap forward into a whole new world of programming in Java. With functional programming capabilities, which have been around for decades in other languages, you can now write elegant, concise, less error-prone code using standard Java. This book will guide you though the paradigm change, offer the essential details about the new features, and show you how to transition from your old way of coding to an improved style.In this book you'll see popular design patterns, such as decorator, builder, and strategy, come to life to solve common design problems, but with little ceremony and effort. With these new capabilities in hand, Functional Programming in Java will help you pick up techniques to implement designs that were beyond easy reach in earlier versions of Java. You'll see how you can reap the benefits of tail call optimization, memoization, and effortless parallelization techniques.Java 8 will change the way you write applications. If you're eager to take advantage of the new features in the language, this is the book for you.What you need:Java 8 with support for lambda expressions and the JDK is required to make use of the concepts and the examples in this book.

The Game Boy & Virtual Boy Anthology - Gold Edition offers a look back at the radically opposed destinies of these two consoles. When writing this Gold Edition, Math Manent (also author of N64 & GameCube Anthologies) surrounded himself with an exceptional team and set about creating the most complete books possible on both of these Nintendo platforms. This Gold Edition from Geeks-Line presents the complete catalog of both the Game Boy and Virtual Boy libraries published worldwide, cataloging 1,072 games (1,050 on Game Boy, 22 on Virtual Boy), canceled titles, accessories (including the most absurd and insane), as well as the collectors' versions of Game Boy Pocket and Game Boy Light. The hardware chapter reveals Nintendo's technical choices and the technology used according to costs and constraints. Finally, we have included anaglyph glasses to fully appreciate the Virtual Boy's 3D graphics!

'The 'Enfant terrible' of astrophysics . . . Loeb has a joy in conjecture and an omnivorous spirit of inquiry that are more reminiscent of 20th-century thinkers such as Freeman Dyson or Carl Sagan than most of his peers' The TimesCould we build space craft that could travel to distant stars? Could we augment human biology for spaceflight? Could the search for extraterrestrials be brought into the mainstream of scientific research?Avi Loeb tells us that in each case, the real question is not could we, but will we choose to? With an approach that is firmly grounded in cutting-edge science, he explores the potential for non-rocket space launch, deep space probes, and the technological preservation of human civilisation. He examines the evidence for UFOs and UAPs, and argues that the search for further evidence, using existing scientific technologies, is long overdue.Urgent and important, Noah's Spaceship is a mission statement and a blueprint for the future of humanity. Loeb explains why becoming interstellar is imperative for our civilization to survive - and how we can accomplish it.'One of the more imaginative and articulate scientists around' New York Times

David Busch's Canon EOS R8 Guide to Digital Photography is your all-in-one comprehensive resource and reference for the exciting new Canon EOS R8, which is aimed squarely at enthusiasts looking for an affordable full-frame entry to mirrorless photography. It boasts a 24.2 sensor with superior low-light performance and action-friendly 40 frames-per second continuous shooting capabilities. Advanced video features include 4K and HDR video, and 10-bit C-log3 capture for sophisticated color grading. Three available adapters make it easy to supplement your RF-mount lenses with a broad selection of legacy Canon EF and EF-S optics. The R8 also features wireless connectivity to computers and smart devices. With this book in hand, you can quickly apply all these advanced features to your digital photography, while boosting your creativity to take great photographs with your Canon EOS R8.Filled with detailed how-to steps and full-color illustrations, David Busch's Canon EOS R8 Guide to Digital Photography covers all this upscale camera's features in depth, from taking your first photos through advanced details of setup, exposure, lens selection, lighting, and more, and relates each feature to specific photographic techniques and situations. Also included is the handy "roadmap" chapter, an easy-to-use visual guide to the cameras' features and controls. Learn when to use each option and, more importantly, when not to use them, by following the author's recommended settings for every menu entry. With best-selling photographer and mentor David Busch as your guide, you'll quickly have full creative mastery of your camera's capabilities, whether you're shooting on the job, as an advanced enthusiast, or are just out for fun. Start building your knowledge and confidence, while bringing your vision to light with the Canon EOS R8.

Featuring full-color art from the beloved video game, Genshin Impact, The World of Genshin Impact is the first authorized video game companion, created by the video game inventors themselves, and will showcase every nation of Teyvat, along with each of the many characters and their rich characters, cultures, and storylines.

Learn GIS skills for catchment hydrology and water management with QGIS for Hydrological Applications!This updated, second edition, workbook teaches GIS and applies the state of the art functionality of QGIS 3.x for hydrological applications.

An empowering and practical handbook for young changemakers who want to save the planet! Published in collaboration with the prestigious Earthshot Prize, featuring an introduction from HRH Prince William and contributions from environmental activists including Sir David Attenborough, Christiana Figueres and Shailene Woodley.'Our planet is the only home we have, and we must think big and dream bigger if we are to protect it.'- HRH Prince William The mission is simple: to repair our planet. Our home is in trouble. The good news is we can fix it - but we need YOUR help. So let's put our heads together and dream up ways to BUILD, CREATE and SHOUT about solutions to repair our planet. In the Earthshot Handbook for Future Dreamers and Thinkers, young readers will travel round the world, celebrating the diverse and rich habitats, amazing animals and wonderful landscapes that make up our planet. They'll learn about the problems and challenges facing those habitats. They will meet Earthshot innovators, entrepreneurs and game changers from the past and present from Wangari Maathai to David Attenborough. And importantly, they'll discover how they can become the changemakers of the future, helping to develop solutions to the world's biggest problems. Because even the smallest idea or Earthshot, has the power to change everything. Full of simple practical things young people can do or make to help save the planet, even from home, as well as big ideas and contributions from people around the globe, this is the ultimate handbook for future innovators and activists who want to make a difference. Contributors to this book: HRH Prince William Naturalist Sir David Attenborough Former UN Climate Chief Christiana Figueres Actor Shailene Woodley Astronaut Naoko Yamazki Environmental Activist Hindou Oumarou Ibrahim

Nobody expected this--not even its creators: ChatGPT has burst onto the scene as an AI capable of writing at a convincingly human level. But how does it really work? What's going on inside its "AI mind"? In this short book, prominent scientist and computation pioneer Stephen Wolfram provides a readable and engaging explanation that draws on his decades-long unique experience at the frontiers of science and technology. Find out how the success of ChatGPT brings together the latest neural net technology with foundational questions about language and human thought posed by Aristotle more than two thousand years ago.

Create excellent 3D animations with free, open-source software When you're looking for help with creating animation with Blender, look no further than the top-selling Blender book on the market. This edition of Blender For Dummies covers every step in the animation process, from basic design all the way to finished product. This book walks you through each project phase, including creating models, adding lighting and environment, animating objects, and building a final shareable file. Written by long-time Blender evangelist Jason van Gumster, this deep reference teaches you the full animation process from idea to final vision. With this fun and easy guide, you're on your way toward making your animation dreams a reality. Set up Blender and navigate the interface Learn how to build models in virtual space Texture, light, and animate your figures--then render your final product Get help and inspiration from the Blender community If you're new to Blender or an experienced user in need of a reference, Blender For Dummies is the easy-to-use guide for you.

Format: 24,5 x 31,4 cm , 256 Seiten Ein weiterer Band der erfolgreichen Watch-Book-Reihe von Bestseller-Autor Gisbert L. Brunner Der erste Bildband, der sich der Schweizer Manufaktur Oris widmet, die seit fast 120 Jahren innovative mechanische Uhren produziert Erstaunliche Einblicke in die Schweizer Uhrenindustrie und -geschichte, die von Gegensätzen geprägt ist Dieses hochwertige Coffee-Table Book präsentiert in eindrucksvollen Bildern die mechanischen Zeitmesser der in der Schweiz ansässigen Manufaktur Oris. Liebhaber von Uhren und Armbanduhren können sich auf 200 detaillierten Fotografien über die schönsten und wertigsten Modelle sowie die Geschichte der Schweizer Uhrenindustrie informieren. Ein tolles Geschenk, nicht nur für Sammler!

Artificial intelligence is everywhere-powering news feeds, curating search results and invisibly steering our lives. We talk to it and, increasingly, it talks back. And sometimes its answers seem eerily smart.... Until they don't.Billions of dollars have been poured into AI yet it keeps surprising us with its epic fails-confidently wrong chatbots, inadvertently racist photo apps, well-meaning autonomous cars that fail to recognize traffic cones.Industry insider Emmanuel Maggiori cuts through the hype, revealing the deceptively simple mechanisms behind AI's impressive results-and its spectacular blunders.Learn the dark secret of the AI industry-how unreasonable expectations, shady practices and outright lying have inflated a bubble of monumental proportions.Read Smart Until It's Dumb to discover how AI really works, why it's not always so smart, and why the AI bubble is about to burst.***Emmanuel Maggiori, PhD, is a 10-year AI industry insider, specialized in machine learning and scientific computing. He helps companies build complex software. He has developed AI for a wide variety of applications, from extracting objects from satellite images to packaging holiday deals for millions of travelers every day.

In Sanctuary, a new age of terror is unleashed...

A searching and humane novel, THE WOLVES OF ETERNITY is an intimate journey into the experiences of a half-brother and half-sister in their two different, yet deeply connected lives. The second novel in Karl Ove Knausgaard's new series, it expands the universe of THE MORNING STAR in the decades before the blazing and mysterious star descends.

THE SUNDAY TIMES BESTSELLER 'Unapologetically optimistic and bracingly realistic, this is the most inspiring book on ';ethical living' I've ever read.' Oliver Burkeman, Guardian ';A monumental event.' Rutger Bregman, author of Humankind ';A book of great daring, clarity, insight and imagination. To be simultaneously so realistic and so optimistic, and always so damn readable well that is a miracle for which he should be greatly applauded.' Stephen Fry Humanity is in its infancy. Our future could last for millions of years or it could end tomorrow. Astonishing numbers of people could lead lives of great happiness or unimaginable suffering, or never live at all, depending on what we choose to do today. As we approach a critical juncture in our history, we can make profound moral decisions about how humanity's course plays out. We can create positive change on behalf of future generations, to prevent the use of catastrophic weapons and maintain peace between the world's great powers. We can improve our moral values, navigating the rise of AI and climate change more fairly for generations to come. The challenges we face are enormous. But so is the influence we have. If we choose wisely, our distant descendants will look back on us fondly, knowing we did everything we could to give them a world that is beautiful and just.

The Handbook of Price Impact Modeling provides practitioners and students with a mathematical framework grounded in academic references to apply price impact models to quantitative trading and portfolio management. Automated trading is now the dominant form of trading across all frequencies.

This expansive publication follows up on TASCHEN's Information Graphics with more than 280 contemporary and vintage visualizations to help us understand our world, including seven fold-out spreads. Spanning the present state, and historical shaping, of society, culture, technology, economics and the environment, this is at once a showcase of...

The Financial Times - Best books of 2022: Politics 'The prolific military chronicler and analyst Mark Galeotti has produced exactly the right book at the right time.' The Times A new history of how Putin and his conflicts have inexorably reshaped Russia, including his devastating invasion of Ukraine. Putin's Wars is a timely overview of the conflicts in which Russia has been involved since Vladimir Putin became prime minister and then president of Russia, from the First Chechen War to the two military incursions into Georgia, the annexation of Crimea and the eventual invasion of Ukraine itself. But it also looks more broadly at Putin's recreation of Russian military power and its expansion to include a range of new capabilities, from mercenaries to operatives in a relentless information war against Western powers. This is an engrossing strategic overview of the Russian military and the successes and failures on the battlefield. Thanks to Dr Galeotti's wide-ranging contacts throughout Russia, it is also peppered with anecdotes of military life, personal snapshots of conflicts, and an extraordinary collection of first-hand accounts from serving and retired Russian officers. Russia continues to dominate the news cycle throughout the Western world. There is no better time to understand how and why Putin has involved his armed forces in a variety of conflicts for over two decades.

As data management and integration continue to evolve rapidly, storing all your data in one place, such as a data warehouse, is no longer scalable. In the very near future, data will need to be distributed and available for several technological solutions. With this practical book, youll learnhow to migrate your enterprise from a complex and tightly coupled data landscape to a more flexible architecture ready for the modern world of data consumption.Executives, data architects, analytics teams, and compliance and governance staff will learn how to build a modern scalable data landscape using the Scaled Architecture, which you can introduce incrementally without a large upfront investment. Author Piethein Strengholt provides blueprints, principles, observations, best practices, and patterns to get you up to speed.Examine data management trends, including technological developments, regulatory requirements, and privacy concernsGo deep into the Scaled Architecture and learn how the pieces fit togetherExplore data governance and data security, master data management, self-service data marketplaces, and the importance of metadata

Between major privacy regulations like the GDPR and CCPA and expensive and notorious data breaches, there has never been so much pressure to ensure data privacy. Unfortunately, integrating privacy into data systems is still complicated. This essential guide will give you a fundamental understanding of modern privacy building blocks, like differential privacy, federated learning, and encrypted computation. Based on hard-won lessons, this book provides solid advice and best practices for integrating breakthrough privacy-enhancing technologies into production systems. Practical Data Privacy answers important questions such as: What do privacy regulations like GDPR and CCPA mean for my data workflows and data science use cases? What does "anonymized data" really mean? How do I actually anonymize data? How does federated learning and analysis work? Homomorphic encryption sounds great, but is it ready for use? How do I compare and choose the best privacy-preserving technologies and methods? Are there open-source libraries that can help? How do I ensure that my data science projects are secure by default and private by design? How do I work with governance and infosec teams to implement internal policies appropriately?