Applied Machine Learning Tutorials
===================================
Author: Alejandro Monroy

Welcome! This repository includes tutorials to learn the basics of machine learning using Python and scikit-learn, as part of the Applied Machine Learning course of the BSc Information Science at the University of Amsterdam.


.. note::

   This repository just contains the first half of the course for now. The second half will be added at a later date.

Contents
--------


.. toctree::
   :caption: Introduction
   :maxdepth: 2

   notebooks/setup
   notebooks/0_python
   notebooks/1_sklearn


.. toctree::
   :caption: Regression
   :maxdepth: 2

   notebooks/2_reg_knn_linreg
   notebooks/3_lin_reg_poly

.. toctree::
   :caption: Classification
   :maxdepth: 2

   notebooks/4_knn_classif
   notebooks/5_log_reg_gs

.. toctree::
   :caption: Clustering
   :maxdepth: 2

   notebooks/6_kmeans_clust