從零開始的 AI 工程學習路徑

CS50

教材：CS50: Introduction to Computer Science · David J. Malan

Linear Algebra

教材：Linear Algebra (Khan Academy)

Calculus

教材：Calculus (Khan Academy)

Probability & Statistics

教材：Probability & Statistics (Khan Academy)

Python

CS50 SQL

教材：CS50 SQL: Introduction to Databases

CS50 Web

教材：CS50 Web Programming with Python and JavaScript

CS229

教材：Stanford CS229: Machine Learning · Andrew Ng

PyTorch

教材：PyTorch: Learn the Basics

Zero to Hero

教材：Neural Networks: Zero to Hero (Karpathy) · Andrej Karpathy

First Principles of CV

教材：First Principles of Computer Vision · Shree K. Nayar

fast.ai

教材：Practical Deep Learning for Coders (fast.ai) · Jeremy Howard

CS231N

教材：Stanford CS231N: Deep Learning for Computer Vision · Fei-Fei Li

ML for 3D

教材：ML for 3D Course

HF LLM Course

教材：Hugging Face LLM Course