Courses
Online course sites and downloadable lecture decks from the lab. Decks match classroom materials; we do not invent extra assignments beyond what the slides state.
Online course sites
| Course | Notes | Link |
|---|---|---|
| Deep Learning | Chinese course based on Qiu Xipeng's textbook: notes, slides, exercises, demos | deeplearning.bnuai.com |
| Reinforcement Learning / DQN.CN | From MDP and Q-learning to PPO, SAC, offline RL, and LLM alignment | dqn.cn |
Lecture decks (download)
Large Language Models
- Outline: pretraining and post-training, capabilities, alignment and evaluation, inference/serving, bridge to agents.
- Download: llm.pptx
Agents
- Outline (seven parts): language to action; tools and environments; memory, planning, collaboration; training, evaluation, systems; embodied AI; AI for science; risks and governance.
- Download: agents.pptx
Vibe Coding
- Outline: what vibe coding is; tool landscape; first prompts; Lab 1 (MNIST + Gradio) and engineering practice.
- Acceptance mentioned in the deck: test accuracy ≥ 98% for Lab 1.
- Download: vibe-coding.pptx
Frontier Paper Reading
- Outline: representative papers along LLM and agent tracks.
- Download: frontier-papers.pptx