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ML-portfolio/docs/Home.md
2026-07-11 17:42:47 +03:30

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# ML Portfolio — Documentation
Deep dives into each project: the actual approach, decisions made, and results — illustrated with real plots pulled from the notebooks, not just described in text.
## Projects
- [Housing Price Regression](Housing-Price-Regression.md) — end-to-end regression pipeline, test R² 0.72
- [MNIST Classification](MNIST-Classification.md) — binary/multiclass/multilabel/multioutput, SGD vs Random Forest
- [Linear Models Deep Dive](Linear-Models-Deep-Dive.md) — normal equation through regularization, built from scratch
Each page walks through the reasoning behind the approach, not just the final numbers — the goal is to show how the conclusions were reached, not just what they were.