dobriban/stat-ml-edu

Resources for education in statistics and machine learning: from advanced undergraduate to research level

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This is a curated collection of links to essential textbooks and course materials for mastering statistics and machine learning, from advanced undergraduate to research levels. It primarily focuses on theoretical and methodological aspects. You'll find guidance on key concepts and tools for statistical inference, estimation, and modern machine learning techniques.

105 stars. No commits in the last 6 months.

Use this if you are a student, researcher, or lifelong learner seeking a structured, rigorous path to understand the core principles and advanced theories in statistics and machine learning.

Not ideal if you're looking for introductory materials on foundational math topics (like linear algebra or calculus) or practical, code-based implementations of machine learning algorithms.

Statistical Inference Machine Learning Theory Quantitative Research Data Science Education Advanced Statistics
No License Stale 6m No Package No Dependents
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May 19, 2024

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