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This is the first rigorous, self-contained treatment of the theory of deep learning. Aimed at scientists, instructors, and students interested in artificial intelligence and deep learning, it demonstrates many applications in physics, chemistry, and biomedicine. It includes a full set of exercises and encourages out-of-the-box
This is the first rigorous, self-contained treatment of the theory of deep learning. Aimed at scientists, instructors, and students interested in artificial intelligence and deep learning, it demonstrates many applications in physics, chemistry, and biomedicine. It includes a full set of exercises
An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.'Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.'--Elon Musk,
Unleash powerful teaching and the science of learning in your classroom Powerful Teaching: Unleash the Science of Learning empowers educators to harness rigorous research on how students learn and unleash it in their classrooms. In this book, cognitive scientist Pooja K. Agarwal, Ph.D., and veteran
Gender in the Political Science Classroom looks at the roles gender plays in teaching and learning in the traditionally male-dominated field of political science. The contributors to this collection bring a new perspective to investigations of gender issues in the political behavior literature and
The fundamental algorithms in data mining and machine learning form the basis of data science, utilizing automated methods to analyze patterns and models for all kinds of data in applications ranging from scientific discovery to business analytics. This textbook for senior undergraduate and
Summary Grokking Deep Learning teaches you to build deep learning neural networks from scratch In his engaging style, seasoned deep learning expert Andrew Trask shows you the science under the hood, so you grok for yourself every detail of training neural networks. Purchase of the print book
Take a deep dive into deep learning Deep learning provides the means for discerning patterns in the data that drive online business and social media outlets. Deep Learning for Dummies gives you the information you need to take the mystery out of the topic--and all of the underlying technologies
In this thought-provoking book, Philip F. Palmedo, a former physicist who now writes on art, reveals how the two defining enterprises of humankind--art and science--are rooted in certain common instincts, which we might call aesthetic: an appreciation of symmetry, balance, and rhythm; the drive to
Renowned French pastry chef Pierre Herm displays his artistic mastery in this homage to chocolate through recipes that highlight the diversity of the world's favorite ingredient in all its forms. Nicknamed the 'Picasso of Pastry' by Vogue magazine, master p tissier Pierre Herm has revolutionized
Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental
A freshly updated edition featuring research-based teaching techniques that faculty in any discipline can easily implement Research into how we learn can help facilitate better student learning--if we know how to apply it. Small Teaching fills the gap in higher education literature between the
Linear algebra and the foundations of deep learning, together at last From Professor Gilbert Strang, acclaimed author of Introduction to Linear Algebra, comes Linear Algebra and Learning from Data, the first textbook that teaches linear algebra together with deep learning and neural nets. This
Reviewing the state of the science of learning disabilities (LDs) and describing effective educational practices, this authoritative volume has been significantly revised and expanded with more than 70% new material. Foremost LD experts identify effective principles of assessment and instruction
Sport and Monstrosity in Science Fiction examines fantastic representations of sport in science fiction, both cataloguing this almost entirely unexamined literary tradition and arguing that the reason for its neglect reflects a more widespread social suspicion of the athletic body as monstrous
Demonstrating that computer science learning and teaching processes can be fun, thought-provoking and stimulating, this unique textbook presents both a conceptual framework and detailed implementation guidelines for computer science (CS) teaching.This highly-anticipated new edition has been updated
Deep learning is revolutionizing how machine translation systems are built today. This book introduces the challenge of machine translation and evaluation - including historical, linguistic, and applied context -- then develops the core deep learning methods used for natural language applications
A practical and inspirational course in learning how to
The Contemporary Introduction to Deep Reinforcement Learning that Combines Theory and Practice Deep reinforcement learning (deep RL) combines deep learning and reinforcement learning, in which artificial agents learn to solve sequential decision-making problems. In the past decade deep RL has
Machine Learning in Financial Markets begins by structuring financial data in a way that is amenable to machine learning (ML) algorithms. Then, the author discusses how to conduct research with ML algorithms on that data and how to backtest your discoveries. Most of the problems and solutions are
The Big Picture in a MiniBook! Kagan Cooperative Learning Structures have revolutionized the way tens of thousands of teachers
Provides state-of-the-art information and highlights the current developments in life sciences. This text encompasses topics on viruses to crop plants, comprising seventeen reviews and six original articles. For the benefit of graduate and postgraduate students and researchers, a chapter on the use
Plants in Science Fiction, the first-ever volume on plants (and fungi) in science fiction, allows us to speculate further on what - or who - plant life may be while exploring how we understand ourselves in relation to the complex world of