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‎doc/src/GNN/.ipynb_checkpoints/gnn-checkpoint.ipynb‎

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‎doc/src/GNN/gnn.ipynb‎

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‎doc/src/week15/Latexfiles/week15.aux‎

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‎doc/src/week15/Latexfiles/week15.log‎

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‎doc/src/week15/Latexfiles/week15.toc‎

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\beamer@sectionintoc {1}{Motivation: VAEs and Their Limits}{5}{0}{1}
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\beamer@sectionintoc {2}{Hierarchical VAEs and the Diffusion Limit}{8}{0}{2}
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\beamer@sectionintoc {3}{The Forward Process}{10}{0}{3}
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\beamer@sectionintoc {4}{The Forward Posterior}{13}{0}{4}
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\beamer@sectionintoc {5}{The ELBO and Its Decomposition}{16}{0}{5}
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\beamer@sectionintoc {6}{Noise Prediction and the Training Objective}{19}{0}{6}
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\beamer@sectionintoc {7}{Connection to Score Matching}{23}{0}{7}
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\beamer@sectionintoc {8}{The Reverse Process and Sampling}{26}{0}{8}
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\beamer@sectionintoc {9}{Faster Sampling: DDIM}{28}{0}{9}
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\beamer@sectionintoc {10}{Latent Diffusion and Connections}{30}{0}{10}
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\beamer@sectionintoc {11}{Summary and Exercises}{33}{0}{11}
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\beamer@sectionintoc {12}{Generative Adversarial Networks}{36}{0}{12}
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\beamer@sectionintoc {13}{What Is a GAN?}{37}{0}{13}
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\beamer@sectionintoc {14}{Mathematical Formulation}{40}{0}{14}
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\beamer@sectionintoc {15}{Optimal Discriminator and JS Divergence}{44}{0}{15}
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\beamer@sectionintoc {16}{Loss Functions in Practice}{48}{0}{16}
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\beamer@sectionintoc {17}{Training Challenges}{51}{0}{17}
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\beamer@sectionintoc {18}{Evaluating GANs}{54}{0}{18}
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\beamer@sectionintoc {19}{Architecture Design}{57}{0}{19}
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\beamer@sectionintoc {20}{Extensions and Variants}{59}{0}{20}
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\beamer@sectionintoc {21}{Summary and Exercises}{62}{0}{21}
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\beamer@sectionintoc {22}{Comparing Generative Models: VAEs, Diffusion, and GANs}{64}{0}{22}

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