I want to start learning machine learning and am looking for a good course, video playlist, or structured set of resources. Recommendations for beginners would be especially helpful, along with any suggested programming or math background I should learn first.
4 Answers
If you already have some programming experience, the Stanford machine learning material and fast.ai are both strong starting points. Fast.ai is especially practical, while Stanford’s material gives you a more structured foundation.
Your best starting point depends on what you already know. If you’re new to programming, learn the basics first; after that, work through beginner tutorials with TensorFlow so you can practice building models as you learn.
For a more theory-focused route, look at introductory programming-language or Standard ML material. It can help you understand programming concepts more deeply, but it may be less direct than a practical machine learning course.
There are several free resources worth checking out, including courses from DeepLearning.AI, JoinAI, DataInterview, Stanford, and fast.ai. Try one structured course rather than jumping between too many playlists.

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