/MLAlgorithms-from-scratch

Implementation of Machine Learning Algorithms from scratch for the discipline Techniques and Algorithms in Data Science (FGV EMAp), taught by Professor Alberto Paccanaro.

Primary LanguageJupyter NotebookMIT LicenseMIT

Machine Learning Algorithms from scratch

Implementation of Machine Learning Algorithms from scratch for the discipline Techniques and Algorithms in Data Science (FGV EMAp).

A1:

  • Data pre-processing;
  • K-nearest-neighbour classifier;
  • Linear Regression;
  • Model comparison.

A2:

  • Multi-Layer Perceptron for regression;
  • Multi-Layer Perceptron for classification;
  • Random forest for classification;
  • Performance comparison.