A placeholder for the lectures in the machine learning course in the astrotwincolo school in University of Antioquia in Medellin, Columbia.

Almost all of the tutorials are given in colab notebooks. In order to run/edit them copy the file into your own google drive.

Mohammadjavad Vakili; as part of the joint Leiden Observatory / Universidad de Antioquia astrotwining school.

Model evaluation, nearest neighbors and decision trees.

Logistic regression & deep learning: math, optimization, Dropout

Introduction to convolutions and Convolutional Neural Networks

Time Series analysis, Gaussian Process, Forecasting with a simple model

K-means, Gaussian Mixture Model, PCA