suniique/ETHz-GML-2021-Notes

My lecture notes for Guarantees in Machine Learning 2021 at ETH Zurich.

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These are personal lecture notes for a university course on Guarantees in Machine Learning from ETH Zurich. They provide a detailed breakdown of concepts and mathematical derivations covered in the lectures and a specific textbook. Students and researchers studying advanced machine learning theory would find these notes useful for understanding the course material.

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Use this if you are a student or researcher taking a course similar to Guarantees in Machine Learning and want supplementary material or a different perspective on the lecture topics.

Not ideal if you are looking for a complete, verified, or foundational textbook on machine learning guarantees, as these are personal notes and do not guarantee correctness or completeness.

machine-learning-theory statistical-learning academic-study mathematical-statistics
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GPL-3.0

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Sep 12, 2021

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