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Deep Generative Models
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CFCS, CS Department, Peking Univeristy
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Deep Generative Models | CFCS, CS Department, Peking Univeristy Deep Generative Models About Reference Code Spring 2022 - Web 3:10-6:00 PM, Peking University This course covers the fundamentals, research topics and applications of deep generative models. 2021 2020 Schedule Fundamentals Week 1 Introduction Lecture 1: Introduction Lecture 2: Mathematic Foundation & Basic Concept Lecture 3: Data Representation Week 2 Autoregressive Models Lecture 4: Sequential Models - Recurrent Neural Networks Lecture 5: Autoregressive Models 1 Lecture 6: Autoregressive Models 2 Week 3 Variational Autoencoders Lecture 7: From Autoencoder to VAE Lecture 8: Variational Autoencoder Lecture 9: VAE Variants Week 4 Normalising Flow Models Lecture 10-11: Normalising Flow Background Lecture 12: Normalising Flow Models Week 5 Generative Adversarial Networks Lecture 13: Vanilla GAN Lecture 14: Understanding GAN Lecture 15: Selected GANs ...
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