Free Tutorial
Beginner
★ Featured
廖雪峰 · AI Fundamentals
One of the most widely circulated Python beginner tutorials in the Chinese-speaking world, written in plain language and covering syntax, functions, OOP, and common standard libraries. It is completely free to read.
Free Tutorial
Beginner
莫烦 · AI Fundamentals
Free beginner-friendly Python and machine learning tutorials, rich in illustrations and driven by examples, explained in an intuitive style.
Official Course
Beginner
★ Featured
DeepLearning.AI / Coursera · AI Fundamentals
Andrew Ng's AI literacy course for non-technical audiences, covering what AI can actually do, where its limits lie, and how to pick AI projects at work. Auditing is free.
Free Tutorial
Beginner
赫尔辛基大学 & Reaktor · AI Fundamentals
A free AI literacy course from Finland with no programming prerequisites, covering the history, principles, ethics, and philosophy of AI. A Chinese version is available.
Free Tutorial
Beginner
★ Featured
Kaggle · AI Fundamentals
Kaggle's official series of short courses with hands-on exercises in the browser, covering Python, Pandas, machine learning, deep learning, and feature engineering basics.
Free Tutorial
Beginner
Grant Sanderson · AI Fundamentals
Beautiful animations make gradient descent, backpropagation, and the core principles of neural networks intuitive. Officially licensed Chinese-subtitled versions are on Bilibili.