Deep Learning Book recommendation, deep learning book

Deep Learning Book recommendation, deep learning book
AI Bible

Classic best-selling book in the field of deep learning! Has long ranked first in Amazon AI and machine learning books in the United States! All data scientists and machine learning practitioners must read books! Recommended by many domestic and foreign experts, such as Tesla CEO Elon Musk!

Deep Learning is a branch of machine learning. It enables computers to learn experiences and understand the world through hierarchical concepts. Because computers can acquire knowledge from experience, humans do not need to formally define all the knowledge required by computers. Hierarchies allow computers to learn complex concepts by constructing simple concepts. These layered graph structures have deep hierarchies. This book will introduce many topics in the deep learning field.

This book contains background knowledge about mathematics and related concepts, including linear algebra, probability theory, information theory, numerical optimization, and machine learning. It also introduces deep learning technologies used by practitioners in the industry, including deep feed-forward networks, regularization, optimization algorithms, convolution networks, sequence modeling, and practical methods, it also investigates applications such as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and video games. Finally, this book provides some research directions, the theoretical topics covered include linear factor model, self-encoder, representation learning, structured probability model, Monte Carlo method, allocation function, approximate inference, and deep generation model.

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