# AI & ML Lecture Notes

> Lecture notes for Artificial Intelligence & Machine Learning (AI & ML) course @ 2025-2026 Fall, Glasgow College, UESTC.

This site contains Chinese lecture notes for an Artificial Intelligence & Machine Learning course. It is published with VitePress and includes LaTeX equations, Markdown tables, and linked figures.

For LLM tools, use the full context file when you need a single source containing all current lecture Markdown. The full file preserves LaTeX and rewrites local document links to absolute course URLs, while local asset links point to the source repository. It does not transcribe image contents.

## LLM Sources

- [Full NotebookLM context](https://cateds.github.io/AI-MachineLearning.md/llms-full.txt): Generated full-text source containing the homepage and all lecture Markdown files. Use this as the main NotebookLM reference source.
- [Course website](https://cateds.github.io/AI-MachineLearning.md/): Human-readable VitePress version of the same course notes.
- [GitHub repository](https://github.com/Cateds/AI-MachineLearning.md): Source repository for these notes.

## Course Notes

### 介绍

- [Artificial Intelligence & Machine Learning (AI & ML) Lecture Notes @ 2025-2026 Fall](https://cateds.github.io/AI-MachineLearning.md/): Human-readable page included in the full LLM context file.

### AI 介绍

- [AI 介绍](https://cateds.github.io/AI-MachineLearning.md/Part.0/lecture1.html): Human-readable page included in the full LLM context file.

### 进化计算

- [优化的基本概念](https://cateds.github.io/AI-MachineLearning.md/Part.1/lecture2.html): Human-readable page included in the full LLM context file.
- [Lec.3 遗传算法](https://cateds.github.io/AI-MachineLearning.md/Part.1/lecture3.html): Human-readable page included in the full LLM context file.
- [Lec.4 约束和多目标优化](https://cateds.github.io/AI-MachineLearning.md/Part.1/lecture4.html): Human-readable page included in the full LLM context file.
- [Lec.5: Combinatorial Optimization (组合优化)](https://cateds.github.io/AI-MachineLearning.md/Part.1/lecture5.html): Human-readable page included in the full LLM context file.

### 机器学习

- [机器学习 (Machine Learning)](https://cateds.github.io/AI-MachineLearning.md/Part.2/lecture7.html): Human-readable page included in the full LLM context file.
- [机器学习及数据预处理](https://cateds.github.io/AI-MachineLearning.md/Part.2/lecture8.html): Human-readable page included in the full LLM context file.
- [特征选择](https://cateds.github.io/AI-MachineLearning.md/Part.2/lecture9.html): Human-readable page included in the full LLM context file.
- [支持向量机 (Support Vector Machine, SVM)](https://cateds.github.io/AI-MachineLearning.md/Part.2/lecture10.html): Human-readable page included in the full LLM context file.
- [人工神经网络入门](https://cateds.github.io/AI-MachineLearning.md/Part.2/lecture11.html): Human-readable page included in the full LLM context file.

### Extra: 题目与知识点

- [Lecture 01 - Introduction to AI](https://cateds.github.io/AI-MachineLearning.md/Addon/Introduction/introduction.html): Human-readable page included in the full LLM context file.
- [Lecture 02 - Fundamental Concepts in Optimization](https://cateds.github.io/AI-MachineLearning.md/Addon/Evolutionary_Computation/lecture2.html): Human-readable page included in the full LLM context file.