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should_go_work t1_j9zclbn wrote

Pattern Recognition and Machine Learning (PRML) and Elements of Statistical Learning (ESL) are two of the standard references that will give you what you're looking for with regards to the more classical topics you allude to (linear models, kernels, boosting, etc.).

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TinkerAndThinker t1_ja1ifrn wrote

Briefly looked through and I think you're spot on.

Please feel free to throw more leads my way, thank you!

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