Understanding Deep Learning 理解深度学习（中英文版+配套资料） PDF

An authoritative, accessible, and up-to-date treatment of deep learning that strikes a pragmatic middle ground between theory and practice.

Deep learning is a fast-moving field with sweeping relevance in today's increasingly digital world. Understanding Deep Learning provides an authoritative, accessible, and up-to-date treatment of the subject, covering all the key topics along with recent advances and cutting-edge concepts. Many deep learning texts are crowded with technical details that obscure fundamentals, but Simon Prince ruthlessly curates only the most important ideas to provide a high density of critical information in an intuitive and digestible form. From machine learning basics to advanced models, each concept is presented in lay terms and then detailed precisely in mathematical form and illustrated visually. The result is a lucid, self-contained textbook suitable for anyone with a basic background in applied mathematics.

Up-to-date treatment of deep learning covers cutting-edge topics not found in existing texts, such as transformers and diffusion models

Short, focused chapters progress in complexity, easing students into difficult concepts

Pragmatic approach straddling theory and practice gives readers the level of detail required to implement naive versions of models

Streamlined presentation separates critical ideas from background context and extraneous detail

Minimal mathematical prerequisites, extensive illustrations, and practice problems make challenging material widely accessible

Programming exercises offered in accompanying Python Notebooks

包含内容：

配套PPT书中的图表

udlbook-main.zip

答案手册.pdf

原版-Understanding Deep Learning.pdf

中文版-UnderstandingDeepLearning.pdf

Simon J. D. Prince is Honorary Professor of Computer Science at the University of Bath and author of Computer Vision: Models, Learning and Inference. A research scientist specializing in artificial intelligence and deep learning, he has led teams of research scientists in academia and industry at Anthropics Technologies Ltd, Borealis AI, and elsewhere.