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A five-course roadmap moves learners from classical AI algorithms to training LLMs from scratch. Harvard's CS50 AI covers AI logic. Google's Machine Learning Crash Course teaches core mathematics. fast.ai trains deep learning models immediately. Hugging Face's NLP course covers Transformers. Andrej Karpathy's Zero to Hero builds a GPT from scratch.
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