├── .github └── workflows │ └── deploy.yml ├── .gitignore ├── 404.md ├── LICENSE ├── Makefile ├── README.md ├── _assets ├── CAM_bm.jpg ├── ENS_logo.jpg ├── X_logo.png ├── dataflowr_logo.png ├── dataflowr_violet_plain_square.png ├── favicon.png ├── hamburger.svg ├── mnist_disentangled.gif ├── rndimg.jpg └── scripts │ ├── generate_results.jl │ ├── output │ ├── script1.out │ └── script2.svg │ ├── script1.jl │ └── script2.jl ├── _css ├── custom.css ├── franklin.css └── poole_hyde.css ├── _layout ├── foot.html ├── foot_highlight.html ├── foot_katex.html ├── head.html ├── head_highlight.html ├── head_katex.html ├── page_foot.html ├── sidebar.html ├── style.html └── tag.html ├── _libs ├── highlight │ ├── github.min.css │ └── highlight.pack.js └── katex │ ├── auto-render.min.js │ ├── fonts │ ├── KaTeX_AMS-Regular.ttf │ ├── KaTeX_AMS-Regular.woff │ ├── KaTeX_AMS-Regular.woff2 │ ├── KaTeX_Caligraphic-Bold.ttf │ ├── KaTeX_Caligraphic-Bold.woff │ ├── KaTeX_Caligraphic-Bold.woff2 │ ├── KaTeX_Caligraphic-Regular.ttf │ ├── KaTeX_Caligraphic-Regular.woff │ ├── KaTeX_Caligraphic-Regular.woff2 │ ├── KaTeX_Fraktur-Bold.ttf │ ├── KaTeX_Fraktur-Bold.woff │ ├── KaTeX_Fraktur-Bold.woff2 │ ├── KaTeX_Fraktur-Regular.ttf │ ├── KaTeX_Fraktur-Regular.woff │ ├── KaTeX_Fraktur-Regular.woff2 │ ├── KaTeX_Main-Bold.ttf │ ├── KaTeX_Main-Bold.woff │ ├── KaTeX_Main-Bold.woff2 │ ├── KaTeX_Main-BoldItalic.ttf │ ├── KaTeX_Main-BoldItalic.woff │ ├── KaTeX_Main-BoldItalic.woff2 │ ├── KaTeX_Main-Italic.ttf │ ├── KaTeX_Main-Italic.woff │ ├── KaTeX_Main-Italic.woff2 │ ├── KaTeX_Main-Regular.ttf │ ├── KaTeX_Main-Regular.woff │ ├── KaTeX_Main-Regular.woff2 │ ├── KaTeX_Math-BoldItalic.ttf │ ├── KaTeX_Math-BoldItalic.woff │ ├── KaTeX_Math-BoldItalic.woff2 │ ├── KaTeX_Math-Italic.ttf │ ├── KaTeX_Math-Italic.woff │ ├── KaTeX_Math-Italic.woff2 │ ├── KaTeX_SansSerif-Bold.ttf │ ├── KaTeX_SansSerif-Bold.woff │ ├── KaTeX_SansSerif-Bold.woff2 │ ├── KaTeX_SansSerif-Italic.ttf │ ├── KaTeX_SansSerif-Italic.woff │ ├── KaTeX_SansSerif-Italic.woff2 │ ├── KaTeX_SansSerif-Regular.ttf │ ├── KaTeX_SansSerif-Regular.woff │ ├── KaTeX_SansSerif-Regular.woff2 │ ├── KaTeX_Script-Regular.ttf │ ├── KaTeX_Script-Regular.woff │ ├── KaTeX_Script-Regular.woff2 │ ├── KaTeX_Size1-Regular.ttf │ ├── KaTeX_Size1-Regular.woff │ ├── KaTeX_Size1-Regular.woff2 │ ├── KaTeX_Size2-Regular.ttf │ ├── KaTeX_Size2-Regular.woff │ ├── KaTeX_Size2-Regular.woff2 │ ├── KaTeX_Size3-Regular.ttf │ ├── KaTeX_Size3-Regular.woff │ ├── KaTeX_Size3-Regular.woff2 │ ├── KaTeX_Size4-Regular.ttf │ ├── KaTeX_Size4-Regular.woff │ ├── KaTeX_Size4-Regular.woff2 │ ├── KaTeX_Typewriter-Regular.ttf │ ├── KaTeX_Typewriter-Regular.woff │ └── KaTeX_Typewriter-Regular.woff2 │ ├── katex.min.css │ └── katex.min.js ├── config.md ├── homework ├── 1-mlp-from-scratch.md ├── 2-CAM-adversarial.md └── 3-VAE.md ├── index.md ├── modules ├── 0-julia-setup.md ├── 0-sotfware-installation.md ├── 1-intro-general-overview.md ├── 10-generative-adversarial-networks.md ├── 11a-recurrent-neural-networks-theory.md ├── 11b-recurrent-neural-networks-practice.md ├── 11c-batches-with-sequences.md ├── 12-attention.md ├── 12-intro-julia.md ├── 13-siamese.md ├── 14a-depth.md ├── 14b-depth.md ├── 15-dropout.md ├── 16-batchnorm.md ├── 17-resnets.md ├── 18a-energy.md ├── 18b-diffusion.md ├── 19-clip.md ├── 2a-pytorch-tensors.md ├── 2b-automatic-differentiation.md ├── 2c-jax.md ├── 3-loss-functions-for-classification.md ├── 4-optimization-for-deep-learning.md ├── 5-stacking-layers.md ├── 6-convolutional-neural-network.md ├── 7-dataloading.md ├── 8a-embedding-layers.md ├── 8b-collaborative-filtering.md ├── 8c-word2vec.md ├── 9a-autoencoders.md ├── 9b-unet.md ├── 9c-flows.md ├── extras │ ├── Convolutions_first.md │ ├── GCN_inductivebias_spectral.md │ ├── GCN_inductivebias_spectral_files │ │ ├── GCN_inductivebias_spectral_10_0.png │ │ ├── GCN_inductivebias_spectral_13_0.png │ │ ├── GCN_inductivebias_spectral_17_0.png │ │ ├── GCN_inductivebias_spectral_19_0.png │ │ ├── GCN_inductivebias_spectral_23_0.png │ │ ├── GCN_inductivebias_spectral_27_0.png │ │ ├── GCN_inductivebias_spectral_29_0.png │ │ ├── GCN_inductivebias_spectral_31_0.png │ │ ├── GCN_inductivebias_spectral_33_0.png │ │ ├── GCN_inductivebias_spectral_35_0.png │ │ ├── GCN_inductivebias_spectral_37_1.png │ │ ├── GCN_inductivebias_spectral_39_0.png │ │ └── GCN_inductivebias_spectral_7_0.png │ ├── ODIN │ │ └── original_optimal_shade.png │ ├── attention │ │ ├── attention_bahdanau.png │ │ ├── attention_matrix.png │ │ ├── attention_matrix2.png │ │ ├── attention_translate.jpeg │ │ ├── block_transformer.png │ │ ├── transformer_block_nocode.png │ │ └── transformer_vizu.gif │ ├── clip │ │ └── diagram.png │ ├── conv_files │ │ ├── deeplabcityscape.gif │ │ ├── jl_conv.gif │ │ ├── jl_grad.gif │ │ ├── target_plot.png │ │ └── training_plot.png │ ├── diffusions │ │ ├── ddpm.png │ │ ├── diffusion_finetuning.png │ │ ├── energy.png │ │ ├── horses.png │ │ ├── mnist_diffusion.gif │ │ ├── mnist_result.png │ │ ├── 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