CSI 4130/5130: Artificial Intelligence

Dr. Tianle Ma  ·  Winter 2026

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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

📽️ Slides 📄 Handout
Interactive Resources
🎯 KNN Demo 📊 K-Means 📈 Linear Regression
Lecture 03

Neural Networks

📽️ Slides 📄 Handout
Interactive Resources
🧠 Neuron ⚡ Perceptron 🔗 Neural Net 📉 Gradient Descent
Lecture 04

Deep Learning with PyTorch

📽️ Slides 📄 Handout
Interactive Resources
🧊 Tensors 🔄 Autograd
Lecture 05

Computer Vision with PyTorch

📽️ Slides 📄 Handout
Interactive Resources
🖼️ Image Tensors 🔳 Convolution 📉 Pooling 🏗️ CNN Arch 👁️ CV Tasks
Lecture 06

Attention & Transformers

📽️ Slides 📄 Handout
Interactive Resources
🔍 Attention 🧱 Transf. Block 🔥 PyTorch Attn 🤖 Full Transf.