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5 commits

Author SHA1 Message Date
265401d85c
Add RKHS document with kernel definition and reproducing kernel explanation 2026-03-27 14:37:36 +01:00
9deb08ebba
Add main LaTeX document for statistical learning course 2026-03-21 23:56:01 +01:00
25e99f99e8
Add README file with course structure and resources 2026-03-21 23:49:03 +01:00
d35d4c964b
Add initial chapters on statistical estimation and regression
- Introduced Chapter 0: Introduction to Statistical Estimation with foundational concepts and methods.
- Added Chapter 1: Non-Parametric Density Estimation covering kernel methods and performance analysis.
- Included Chapter 2: Theory of Regression focusing on non-parametric methods and regularization techniques.
- Implemented Chapter 3: Neural Networks as Approximators discussing the limitations of linear approximation methods.
- Added corresponding PDF files for each chapter.
2026-03-21 23:45:07 +01:00
d5bbeaf34c
first commit 2026-03-21 23:35:45 +01:00