CSI 4130/5130: Artificial Intelligence
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Explore the foundations and modern techniques of AI. Each lecture includes interactive demos and Jupyter notebooks for hands-on learning.
Lecture Materials
Lecture 02
Machine Learning Basics
Interactive Resources
Lecture 03
Neural Networks
Interactive Resources
Lecture 04
Deep Learning with PyTorch
Interactive Resources
Lecture 05
Computer Vision with PyTorch
Interactive Resources
Lecture 06
Attention & Transformers
Interactive Resources
Lecture 07
NLP & Tokenization
Interactive Resources
Lecture 08
Modern Transformer Upgrades
Interactive Resources
Lecture 10
GLM-5: from Vibe Coding to Agentic Engineering
Lecture 11
Search, Games, and MDPs
Interactive Resources
Lecture 12
Policy Gradients and Variance Reduction
Interactive Resources
Lecture 13
PPO, GRPO & DAPO — Policy Optimization for LLMs
Interactive Resources
Lecture 14
Reward Signals — Preferences, Verification, DPO, and Process Rewards
Interactive Resources
Lecture 15
From Base Model to Frontier Reasoner — Pipelines, Test-Time Compute, and Agentic RL
Interactive Resources