
Deep Learning
Ian Goodfellow, Yoshua Bengio, Aaron Courville
- License
- Free online pre-publication draft; print rights sold to MIT Press
- Source
- deeplearningbook.org (official)
Description
The widely cited reference on deep learning: the mathematical background, deep feedforward networks, regularization and optimization, convolutional and recurrent networks, and research topics including generative models.
Book information
- Language
- English
- Category
- Deep Learning
- Level
- Advanced
- Published
- 2016
- Format
- HTML
- License
- Free online pre-publication draft; print rights sold to MIT Press
- Source
- deeplearningbook.org (official)
Topics
License
Official Free Distribution — Free online pre-publication draft; print rights sold to MIT Press (license text ↗)
This resource is listed with a link to its official source; TLP does not host the file.
The authors' site states the text may be read free online but not reproduced or redistributed; TLP links to the official page.
Related books
View all →Neural Networks and Deep Learning
Michael Nielsen
A hands-on introduction to neural networks, built around teaching a network to recognize handwritten digits. Derives backpropagation from first principles, then covers why deep networks are hard to train and the ideas that make deep learning work.
Deep LearningIntermediateCreative CommonsHTML
Dive into Deep Learning
Aston Zhang, Zachary C. Lipton, Mu Li, Alexander J. Smola
An interactive deep learning textbook combining explanations, mathematics, and runnable code (PyTorch, NumPy, JAX, and TensorFlow). Covers linear and softmax regression, MLPs, CNNs, RNNs, attention and transformers, and more. Adopted at 500+ universities.
Deep LearningAdvancedCreative CommonsPDF · 43 MBArtificial Intelligence: Foundations of Computational Agents
David L. Poole, Alan K. Mackworth
An undergraduate/graduate AI textbook organized around the design of intelligent agents: search, reasoning under uncertainty, planning, learning, and multiagent systems, presented within one coherent agent framework.
Artificial IntelligenceAdvancedCreative CommonsHTML