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A project performed at Università degli Studi di Milano for "Statistical Methods for Machine Learning" course.

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iamgiolaga/ridge-regression

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Housing prices with ridge regression

This repository is structured as follows:

  • Dataset pre-processing (00_preprocessing.ipynb)
  • Implementation of ridge regression algorithm from scratch (01_ridgeregression.ipynb)
  • Analysis of results and study of CV risk estimate on parameter alpha (01_ridgeregression.ipynb)
  • Display of final results (02_resultsviewer.ipynb)
  • Final report (final_report.pdf)

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A project performed at Università degli Studi di Milano for "Statistical Methods for Machine Learning" course.

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