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4 trustworthy pdfs of very high quality that I've used as resources to fill my gaps:

- The 3 Kevin Murphy textbooks on Probabilistic Machine Learning

- Deep Learning by Goodfellow et al

I think they do contain some of the nuggets you're looking for, and have explanations too. I typically just use the index to find what I'm looking for but you could def pass them through a pdf llm tool to have natural language search/extract answers too eg PocketLLM [0]

[0] https://www.thirdai.com/pocketllm/




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