/ml-exercises

ML exercise resolutions

Primary LanguageJupyter Notebook

ml-exercises

Where I'll be adding my $\LaTeX$ solutions for IST's ML course's exercises.

Generally speaking, I'll probably be spending more time with explanations than with showing every single calculation in the resolutions. However, every calculation performed will be shown in each sheet's respective .ipynb file.

To-do list

  • Sheet 1 - Univariate Data Analysis (probably won't be done)
  • Sheet 2 - Decision Trees
  • Sheet 3 - Bayesian Learning
  • Sheet 4 - Linear Regression, kNN
  • Sheet 5-6 - Gradient Descent
  • Sheet 7-8 - Neural Networks
  • Sheet 9 - Clustering
  • Sheet 10 - Dimensionality Reduction