markredito/selfstudy-roadmap-ml-ai
A beginner's roadmap to self studying Machine Learning and Artificial Intelligence
Organizes learning progression through structured skill modules—mathematics foundations, Python ecosystem (NumPy, TensorFlow, PyTorch), supervised/unsupervised learning, and deep learning—rather than presenting resources as an unordered list. Curates both free (Kaggle, YouTube) and paid (Coursera, DeepLearning.AI) options across foundational theory and specialized domains like NLP, computer vision, and reinforcement learning. Distinguishes practical frameworks by deployment context: TensorFlow for production systems versus PyTorch for research implementations.
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Oct 25, 2023
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