The Principles of Deep Learning Theory

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This volume develops an effective theory approach to understanding deep neural networks of practical relevance.

Understanding Neural Networks and Fuzzy Logic

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Understand the fundamentals of the emerging field of fuzzy neural networks, their applications and the most used paradigms with this carefully organized state-o

Interpretable Machine Learning

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This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simp

Neural Networks and Deep Learning

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This book covers both classical and modern models in deep learning. The primary focus is on the theory and algorithms of deep learning. The theory and algorithm

Deep Learning

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An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and res