├── .gitignore ├── Makefile ├── README.md ├── bootstrap.sh ├── cjkfonts.sty ├── contents ├── acknowledgements.tex ├── applications.tex ├── autoencoders.tex ├── beamermindmap.nav ├── beamermindmap.snm ├── beamermindmap.tex ├── convnets.tex ├── generative_models.tex ├── glossaries.tex ├── graphical_models.tex ├── guidelines.tex ├── inference.tex ├── intro.tex ├── linear_algebra.tex ├── linear_factors.tex ├── ml.tex ├── mlp.tex ├── monte_carlo.tex ├── notation.tex ├── numerical.tex ├── optimization.tex ├── part_basics.tex ├── part_practical.tex ├── part_research.tex ├── partition.tex ├── prob.tex ├── regularization.tex ├── representation.tex ├── rnn.tex └── title.tex ├── dlbook-complete.bib ├── dlbook.tex └── figures ├── approximate_minimization.pdf ├── computational_graphs.pdf ├── critical_points.pdf ├── curvature_in_hessian.pdf ├── different_ai_disciplines.pdf ├── different_representations.pdf ├── eigen_effect.pdf ├── figure-18.1.jpg ├── figure18-1.png ├── gradient_descent.pdf ├── identity_matrix.pdf ├── illustration_of_a_deep_learning_model.pdf ├── saddle_point.pdf ├── second_derivative.pdf ├── transpose_of_matrix.pdf └── venn_diagram.pdf /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/.gitignore -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/Makefile -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/README.md -------------------------------------------------------------------------------- /bootstrap.sh: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- 1 | \chapter{自编码器} 2 | \label{ch:autoencoders} 3 | -------------------------------------------------------------------------------- /contents/beamermindmap.nav: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/contents/beamermindmap.nav -------------------------------------------------------------------------------- /contents/beamermindmap.snm: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /contents/beamermindmap.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/contents/beamermindmap.tex -------------------------------------------------------------------------------- /contents/convnets.tex: -------------------------------------------------------------------------------- 1 | \chapter{卷积网络} 2 | \label{ch:convnets} 3 | -------------------------------------------------------------------------------- /contents/generative_models.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/contents/generative_models.tex -------------------------------------------------------------------------------- /contents/glossaries.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/contents/glossaries.tex -------------------------------------------------------------------------------- /contents/graphical_models.tex: -------------------------------------------------------------------------------- 1 | \chapter{深度学习的结构化概率模型} 2 | \label{ch:graphical_models} 3 | -------------------------------------------------------------------------------- /contents/guidelines.tex: -------------------------------------------------------------------------------- 1 | \chapter{实践方法论} 2 | \label{ch:guidelines} 3 | -------------------------------------------------------------------------------- /contents/inference.tex: -------------------------------------------------------------------------------- 1 | \chapter{近似推断} 2 | \label{ch:inference} 3 | -------------------------------------------------------------------------------- /contents/intro.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/contents/intro.tex -------------------------------------------------------------------------------- /contents/linear_algebra.tex: -------------------------------------------------------------------------------- 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\chapter{序列建模：循环和递归网络} 2 | \label{ch:rnn} 3 | -------------------------------------------------------------------------------- /contents/title.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/contents/title.tex -------------------------------------------------------------------------------- /dlbook-complete.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/dlbook-complete.bib -------------------------------------------------------------------------------- /dlbook.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tigerneil/dlbook-zh-cn/HEAD/dlbook.tex -------------------------------------------------------------------------------- /figures/approximate_minimization.pdf: 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