Getting started and best practices with TensorFlow for deep learning

Master the practical aspects of implementing deep learning solutions with PyTorch, using a hands-on approach to understanding both theory and practice. This updated edition will prepare you for applying deep learning to real world problems with a sound theoretical foundation and practical know-how with PyTorch, a platform developed by Facebook's Artificial Intelligence Research Group.You'll start with a perspective on how and why deep learning with PyTorch has emerged as an path-breaking framework with a set of tools and techniques to solve real-world problems. Next, the book will ground you with the mathematical fundamentals of linear algebra, vector calculus, probability and optimization. Having established this foundation, you'll move on to key components and functionality of PyTorch including layers, loss functions and optimization algorithms. You'll also gain an understanding of Graphical Processing Unit (GPU) based computation, which is essential for training deep learning models

Learn how to solve challenging machine learning problems with Tensorflow, Google’s revolutionary new system for deep learning. If you have some background with basic linear algebra and calculus,

Learn how to write, tune, and port SQL queries and other statements for a Big Data environment, using Impala—the massively parallel processing SQL query engine for Apache Hadoop. The best practices in

This book is intended for enthusiasts, computer science students, and compiler engineers interested in learning about the LLVM framework. You need a background in C++ and, although not mandato

This practical and easy-to-understand learning tutorial is one big exciting exercise for students and engineers that are always short on their schedules and want to regain some lost time with the help

Bender, a former teacher working with students with behavioral disorders and learning disabilities who gives workshops on response to intervention, explores how differentiated instruction has been tra

Learning how to get answers from data is an integral part of modern training in the natural, physical, social, and engineering sciences. One of the most exciting changes in data management and analysi

This two-workshop book provides an overview of key project management topics and skills, using Microsoft Project 2013 to give students hands-on learning. Real world problem solving for business and

Best Practices in Teaching and Learning in Nursing Education presents evidence demonstrating how people learn and suggests best practices in teaching and learning with implications for curricular deve

As social media and Web 2.0 technologies continue to transform the learning trends and preferences of students, educators need to understand the applicability of these new tools in all types of learni

As social media and Web 2.0 technologies continue to transform the learning trends and preferences of students, educators need to understand the applicability of these new tools in all types of learni

With much success already attributed to deep learning, this discipline has started making waves throughout science broadly and the life sciences in particular. With this practical book, developers and

Learn best practices for building bots by focusing on the technological implementation and UX in this practical book. You will cover key topics such as setting up a development environment for creatin

Get started with MATLAB for deep learning and AI with this in-depth primer. In this book, you start with machine learning fundamentals, then move on to neural networks, deep learning, and then convolu

This is a two-workshop book that provides an overview of key business communication topics and skills, using Office 2013 to give students hands-on learning. Real world problem solving for business

This collection chronicles the many ways in which teachers create professional learning communities through collaborations with colleagues, mentees, faculty groups, learners, families, and neighborho

Deep learning on graphs has become one of the hottest topics in machine learning. The book consists of four parts to best accommodate our readers with diverse backgrounds and purposes of reading. Part 1 introduces basic concepts of graphs and deep learning; Part 2 discusses the most established methods from the basic to advanced settings; Part 3 presents the most typical applications including natural language processing, computer vision, data mining, biochemistry and healthcare; and Part 4 describes advances of methods and applications that tend to be important and promising for future research. The book is self-contained, making it accessible to a broader range of readers including (1) senior undergraduate and graduate students; (2) practitioners and project managers who want to adopt graph neural networks into their products and platforms; and (3) researchers without a computer science background who want to use graph neural networks to advance their disciplines.

本書通過96個案例，全面講解了深度學習神經網路原理和TensorFlow使用方法。全書共分為3篇，第1篇深度學習與TensorFlow基礎，包括快速瞭解人工智慧與TensorFlow、搭建開發環境、TensorFlow基本開發步驟、TensorFlow程式設計基礎、識別圖中模糊的手寫數位等內容；第2篇深度學習基礎――神經網路，介紹了神經網路的基礎模型，包括單個神經元、多層神經網路、卷積神經網路、迴

In medical education a lot of attention is given to what is said, but less consideration is given to how it is said. There is sometimes a misplaced focus on the content at the expense of the experience for the learner. Best Practices in Medical Teaching illustrates the general principles of effective medical presentation. Stahl and Davis are leading experts in medical communication and they effectively explain the practice and methods behind their success. Applying the principles of adult learning, they provide examples of how to design a successful lecture and teach the reader how to influence the behaviors of their audience. Each chapter ends with a chapter summary, progress check, and a performance self-assessment test to ensure that the concepts are understood. This book is an essential guide for all those involved in the process of educating the next generation of doctors and supporting them through their training.

An approachable, interactive workbook with loads of tips, techniques, and ideas, 15-Minute Drawing: Getting Started is a fun and approachable way to learning the art of pencil drawing.Learn how to draw with easy, stress-free lessons designed to build a solid foundation for drawing in just 15 minutes.Starting with pencil techniques and warm-up exercises,15-Minute Drawing: Getting Started guides you in exploring the basics of drawing with graphite pencil―from how to hold a pencil and varying pressure to practicing basic strokes and techniques, including hatching, crosshatching, stippling, creating texture, blending, and more. Prompts and open spaces invite you to practice your newfound skills directly inside the book and to record your progress.Once you’ve mastered the basics, you are then guided through more than 30 step-by-step projects across a range of subjects, including flowers, animals, buildings, and everyday items. Each project starts with a basic shape, with each step building

With this book in hand, nonprofits can increase their fundraising potential—and their overall impact—by learning how to ramp up nearly every aspect of their fundraising programs in new and creative wa

This book provides a model for adapting best practices in cognitive-behavioral therapy to consumers whose language and cognitive deficits make it difficult for them to benefit from traditional talk or

With 40 classroom-tested strategies from award-winning teachers, this book offers guidance for teaching reading to elementary and secondary learners with diverse learning styles and abilities.

Spark students' interest in math with intriguing and winning strategies that include animated learning icons, money-based systems, human number lines, "sweet" solutions, and much more.