Lecture Videos of Deep Generative Models 2024 Spring

English

• Week1(2024-02-21):
  • 0-Introduction
  • 1-Autoencoders
• Week2(2024-03-06): Autoregressive Models
  • 2.0-Intro
  • 2.1-Basic Implementation
  • 2.2-Darts
  • 2.3-Examples
  • 2.4-Understanding LSTM
• Week3(2024-03-13): Character language models, PixelRNN
  • 3.1-N-gram model
  • 3.2-Character-level Language Models
  • 3.3-RNN Language Model
  • 3.4-PixelCNN and PixelRNN
  • 3.5-Homework 2
• Week4(2024-03-20):
  • 4-VAE, VQVAE, Flow
• Week5(2024-03-27):
  • 5-Generative Adversarial Networks (1)
• Week6(2024-04-03):
  • 6-Generative Adversarial Networks (2)
  • Homework 3
• Week7(2024-04-10):
  • 7-seq2seq and Transformers
• Week8(2024-04-17):
  • 8-GPT and chatGPT
• Week9(2024-04-24):
  • 9-GPT: live coding in details (streaming version)
  • 9-GPT: implementations (edited version)
• Week10(2024-05-01):
  • 10-Denoising Diffusion Models
• Week11(2024-05-08):
  • 11-Stable Diffusion
• Week12(2024-05-15):
  • 12-Stable Diffusion 3 and Flow Matching (streaming)
• Week13(2024-05-22):
  • 13-MUSE, LCM, Multimodal LLM (streaming, en)
• Week14(2024-05-29):
  • 14-MoE, StoryDiffusion, 3D (streaming, en)

中文

• Week1(2024-02-21):
  • 0-Introduction
  • 1-Autoencoders
• Week2(2024-03-06): Autoregressive Models
  • 2.0-Intro
  • 2.1-Basic Implementation
  • 2.2-Darts
  • 2.3-Examples
  • 2.4-Understanding LSTM
• Week3(2024-03-13): Character language models, PixelRNN
  • 3.1-N-gram model
  • 3.2-字元層級的語言模型
  • 3.3-RNN Language Model
  • 3.4-PixelCNN and PixelRNN
  • 3.5-Homework 2 (en)
• Week4(2024-03-20):
  • 4-VAE, VQVAE, Flow
• Week5(2024-03-27):
  • 5-生成對抗網路 (1)
• Week6(2024-04-03):
  • 6-生成對抗網路 (2)
  • Homework 3 (en)
• Week7(2024-04-10):
  • 7-seq2seq and Transformers
• Week8(2024-04-17):
  • 8-GPT and chatGPT
• Week9(2024-04-24):
  • 9-GPT: live coding in details (en)(streaming version)
  • 9-GPT: implementations (en)(edited version)
• Week10(2024-05-01):
  • 10-Denoising Diffusion Models(en)
• Week11(2024-05-08):
  • 11-Stable Diffusion(en)
• Week12(2024-05-15):
  • 12-Stable Diffusion 3 and Flow Matching (streaming, en)
• Week13(2024-05-22):
  • 13-MUSE, LCM, Multimodal LLM (streaming, en)
• Week14(2024-05-29):
  • 14-MoE, StoryDiffusion, 3D (streaming, en)