Lecture Materials - 2026 Spring

2026 Spring Semesters

• Policy learning for AGI

  • Introduction of RL part1 (video)

  • Introduction of RL part2 (video)

  • RL based llm training (video)

  • RL based llm training part2_20260409_ (video)

  • RL based llm training part3_20260416_ (video)

  • [ Paper Review ] Deep Symbolic Policy 

  • [ Paper Review ] Curiosity Driven RL 20260507 (video)

• Data Mining

  • Lecture 1: Introduction

  • Lecture 2-3: Neural Net and backpropagation (Recap : Not covered in Midterm)

  • Lecture 4-5: RNN (Video) 

  • Leture 6: LSTM 

  • Lecture7.Seq2Seq (Video)

  • Lecture8-9. Transformer part1-attention

  • Lecture10-11. Transformer part2

  • Midterm Review

  • Lecture 12. Generative AI part1 video

  • Lecture 13. VAE video_part1, video_part2

  • Lecture 14. Generative Model 2