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Practical Deep Learning for Coders

fast.ai / Jeremy Howard

The entire fast.ai curriculum runs in Jupyter notebooks on Kaggle or Google Colab, making it the richest free environment for learning Jupyter in a real ML context. Howard's notebooks demonstrate best practices for structuring exploratory code, inline visualisations, and iterative model development — the real workflow of a working ML engineer.

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