Uczenie maszynowe z użyciem Scikit-Learn i TensorFlow. Wydanie II

Aurélien Géron

W 2006 roku świat nauki zafascynował się głębokimi sieciami neuronowymi. Wbrew wcześniejszym przekonaniom okazało się, że ich uczenie jest możliwe. Technika ta została nazwana uczeniem głębokim. Wymagała zapewnienia olbrzymiej mocy obliczeniowej i potężnych ilości danych, jednak potencjał wytrenowanych sieci głębokich był niesamowity. Kolejne lata przyniosły bujny rozwój tej technologii w wielu obszarach, co pozwoliło na tworzenie przeróżnych zaawansowanych produktów. Prace nad nowymi zastosowaniami sieci głębokich trwają. Wszystko wskazuje na to, że już wkrótce zdominują one większość dziedzin naszego życia. To drugie wydanie bestsellerowego przewodnika po technikach uczenia maszynowego. Wystarczą minimalne umiejętności programistyczne, aby dzięki tej książce nauczyć się budowania i trenowania głębokiej sieci neuronowej. Zawarto tu minimum teorii, a proces nauki jest ułatwiony przez liczne przykłady i ćwiczenia. Wykorzystano gotowe rozwiązania i przedstawiono zasady pracy ze specjalistycznymi narzędziami, w tym z TensorFlow 2, najnowszą odsłoną modułu. W efekcie niepostrzeżenie przyswoisz niezbędny zasób pojęć i narzędzi służących do tworzenia systemów inteligentnych. Poznasz różnorodne techniki i zaczniesz samodzielnie ich używać. Po lekturze będziesz biegle posługiwać się najnowszymi technologiami sztucznej inteligencji! W tej książce między innymi: podstawy uczenia maszynowego i rozpoczęcie pracy z TensorFlow techniki wykrywania obiektów, segmentacji semantycznej i mechanizmy uwagi interfejs Keras, narzędzia TF Transform i TF Serving wdrażanie modeli TensorFlow techniki uczenia nienadzorowanego, wykrywanie anomalii oraz biblioteka TF Agents TensorFlow 2: źródło magii zaawansowanych technologii!

Uczenie maszynowe z użyciem Scikit-Learn, Keras i TensorFlow. Wydanie III

Aurélien Géron

Pojęcia, techniki i narzędzia służące do tworzenia systemów inteligentnych Głębokie sieci neuronowe mają niesamowity potencjał. Osiągnięcia ostatnich lat nadały procesom uczenia głębokiego zupełnie nową jakość. Obecnie nawet programiści niezaznajomieni z tą technologią mogą korzystać z prostych i niezwykle skutecznych narzędzi, pozwalających na sprawne implementowanie programów uczących się z danych. Znajdziesz tu rozsądne, intuicyjne objaśnienia, a także mnóstwo praktycznych porad! Francois Chollet, twórca interfejsu Keras To trzecie wydanie bestsellerowego przewodnika po uczeniu maszynowym. Książka jest adresowana do osób, które chcą wejść w świat uczenia maszynowego ― przy czym wystarczą do tego minimalne umiejętności programistyczne. Zawarto tu minimum teorii, a proces nauki ułatwiają liczne przykłady i ćwiczenia. Dzięki temu przyswoisz niezbędne pojęcia i nauczysz się korzystać z gotowych platform produkcyjnych Pythona: Scikit-Learn, Keras i TensorFlow. W tym wydaniu pokazano różnorodne techniki, od prostej regresji liniowej aż po głębokie sieci neuronowe. Szybko nauczysz się tworzyć działające systemy inteligentne! W książce między innymi: korzystanie ze Scikit-Learn, z TensorFlow i Keras modele: maszyny wektorów nośnych, drzewa decyzyjne, lasy losowe i metody zespołowe uczenie nienadzorowane: redukcja wymiarowości, analiza skupień, wykrywanie anomalii sieci neuronowe: sieci splotowe, rekurencyjne, modele dyfuzyjne i transformatory trenowanie i implementacje sieci neuronowych To znakomite wprowadzenie do teoretycznych i praktycznych rozważań na temat rozwiązywania problemów za pomocą sieci neuronowych! Pete Warden, mobile lead projektu Tensor Flow Twórz i trenuj nowoczesne sieci neuronowe!

Unity 2022 Mobile Game Development. Build and publish engaging games for Android and iOS - Third Edition

John P. Doran

Unity is a well-established player in the mobile game development sphere, and its new release, Unity 2022, is packed with new, exciting features. In Unity 2022 Mobile Game Development, Third Edition, you'll get to grips with the Unity game engine by building a mobile game and publishing it on the most popular mobile app stores as well as exploring the all-new features.This book provides a comprehensive and practical approach to mobile game development, helping you build an endless runner game. Starting with setting up a simple Unity project for mobile development, you’ll delve into various essential aspects needed to successfully create and publish your game. You’ll acquire a range of skills, such as incorporating touch gestures, monetizing your game with Unity Ads and in-app purchases, designing an intuitive UI, and seamlessly integrating social media functionalities. Additionally, you’ll gain valuable insights into player preferences and behavior using Unity's analytics tools. You’ll also explore features of augmented reality in Unity 2022, enhancing your game's appeal.By the end of this book, you’ll be well-equipped to reap the power of Unity 2022 to build, optimize, and publish robust cross-platform mobile games with C#, as well as widening your skill set and enhancing your credentials as a game developer.

Unity 5.x 2D Game Development Blueprints. Explore the features of Unity 5 for 2D game development by building three amazing game projects

Abdelrahman Elsayegh, Francesco Sapio

Flexible, powerful, and full of rich features, Unity 5 is the engine of choice for AAA 2D and 3D game development. With comprehensive support for over 20 different platforms, Unity boasts a host of great new functions for making 2D games. Learn how to leveragethese new options into awesome 2D games by building three complete game projects with the Unity game tutorials in this hands-on book.Get started with a quick overview of the principle concepts and techniques needed for making 2D games with Unity, then dive straight in to practical development.Build your own version of Super Mario Brothers as you learn how to animate sprites, work with physics, and construct brilliant UIs in order to create a platformer game. Go on a quest to create a RPG game discovering NPC design, event triggers, and AI programming.Finally, put your skills to the test against a real challenge - designing and constructing a complex strategy game that will draw on and develop all your previously learned skills.

Unity 5.x By Example. An example-based practical guide to get you up and running with Unity 5.x

Alan Thorn

Unity is an exciting and popular engine in the game industry. Throughout this book, you’ll learn how to use Unity by making four fun game projects, from shooters and platformers to exploration and adventure games.Unity 5 By Example is an easy-to-follow guide for quickly learning how to use Unity in practical context, step by step, by making real-world game projects. Even if you have no previous experience of Unity, this book will help you understand the toolset in depth. You'll learn how to create a time-critical collection game, a twin-stick space shooter, a platformer, and an action-fest game with intelligent enemies. In clear and accessible prose, this book will present you with step-by-step tutorials for making four interesting games in Unity 5 and explain all the fundamental concepts along the way. Starting from the ground up and moving toward an intermediate level, this book will help you establish a strong foundation in making games with Unity 5.

Unity 5.x Cookbook. More than 100 solutions to build amazing 2D and 3D games with Unity

Francisco Queiroz, Matthew Smith, Matt Smith, Francisco Queiroz

Unity 5 is a flexible and intuitive multiplatform game engine that is becoming the industry's de facto standard. Learn to craft your own 2D and 3D computer games by working through core concepts such as animation, audio, shaders, GUI, lights, cameras, and scripting to create your own games with one of the most important and popular engines in the industry.Completely re-written to cover the new features of Unity 5, this book is a great resource for all Unity game developers, from those who have recently started using Unity right up to game development experts.The first half of the book focuses on core concepts of 2D game design while the second half focuses on developing 3D game development skills. In the first half, you will discover the new GUI system, the new Audio Mixer, external files, and animating 2D characters in 2D game development. As you progress further, you will familiarize yourself with the new Standard Shaders, the Mecanim system, Cameras, and the new Lighting features to hone your skills towards building 3D games to perfection. Finally, you will learn non-player character control and explore Unity 5's extra features to enhance your 3D game development skills.

Unity Android Game Development by Example Beginner's Guide. Absolute beginners to designing games for Android will find this book is their passport to quick results. Lots of handholding and practical exercises using Unity 3D makes learning a breeze

Thomas Finnegan, Thomas James Finnegan

Powerful and continuing to grow, the mobile market has never been bigger and more demanding of great games. Android continues to prove itself as a strong contender in this challenging market. With Unity 3D, great games can be made for Android quickly and easily. With its great deployment system, the Android platform is now only one click away.Unity Android Game Development by Example Beginner's Guide dives straight into making real, fully-functional games, with hands-on examples and step-by-step instructions to give you a firm grounding in Unity 3D and Android. Everything necessary for creating a complete gaming experience is covered and detailed throughout the course of this book.Using clear and practical examples that progressively build upon each other, this book guides you through the process of creating games in Unity for Android.Start by learning about all the great features that Unity and Android have to offer. Next, create a Tic-Tac-Toe game while learning all about interfaces. After that, learn about meshes, materials, and animations with the creation of a tank battle game. You will then learn how to expand your game's environment with the addition of shadows and a skybox. Adding on this, you will also learn how to expand the tank battle by creating enemies and using path finding to chase the player. Next, explore touch and tilt controls with the creation of a space fighter game. Then, learn about physics while recreating the most popular mobile game on the market. You will then expand the space fighter game with the addition of all the special effects that make a game great. Finally, complete your experience by learning the optimization techniques required to keep your games running smoothly.While Unity is available for both Mac and Windows, the book is presented working from a Windows environment. Programming in Unity is possible in C#, JavaScript, and Boo. This book will be working in C# and the final projects will be provided in C# and JavaScript.From nothing to a fully-featured mobile game, Unity Android Game Development by Example Beginner's Guide takes you through everything it takes to create your next game for the Android platform.

Unity Virtual Reality Projects. Explore the world of virtual reality by building immersive and fun VR projects using Unity 3D

Jonathan Linowes

What is consumer “virtual reality�? Wearing a head-mounted display you view stereoscopic 3D scenes. You can look around by moving your head, and walk around using hand controls or motion sensors. You are engaged in a fully immersive experience. On the other hand, Unity is a powerful game development engine that provides a rich set of features such as visual lighting, materials, physics, audio, special effects, and animation for creating 2D and 3D games. Unity 5 has become the leading platform for building virtual reality games, applications and experiences for this new generation of consumer VR devices.Using a practical and project-based approach, this book will educate you about the specifics of virtual reality development in Unity.You will learn how to use Unity to develop VR applications which can be experienced with devices such as the Oculus Rift or Google Cardboard. We will then learn how to engage with virtual worlds from a third person and first person character point of view. Furthermore, you will explore the technical considerations especially important and possibly unique to VR. The projects in the book will demonstrate how to build a variety of VR experiences. You will be diving into the Unity 3D game engine via the interactive Unity Editor as well as C-Sharp programming.By the end of the book, you will be equipped to develop rich, interactive virtual reality experiences using Unity.So, let's get to it!