Kun Yuan

PKU Class 2025 Spring: Introduction to Foundation Models

Instructor: Kun Yuan (kunyuan@pku.edu.cn)

Teaching assistants:

Office hour: 4pm - 5pm Wednesday, 静园六院220

References

Stanford CS224n: Natural Language Processing with Deep Learning

Lectrures

Lecture 1: Introduction to LLM

Lecture 2: Basics in machine learning

Lecture 3: Gradient descent

Lecture 4: Stochastic gradient descent

Lecture 5: Adavanced optimizers

Lecture 6: Language models

Lecture 7: Transformers