Additional information about the course:

Course website: Foundation of Applied Machine Learning

There is a requirement file inside the directory named requirement_ML.txt; which include all the dependencies needed to run the notebooks in the jupyter-lab

This is the minimal dependencies for running them on the jupyter-lab: if you don't want the jupyter-lab you can remove it from the requirement file.

This is the guide to install dependencies in your Virtualenv:

pip install -r requirement_ML.txt

The available notebooks:

• Week 1 notebook: Python 3

• Week 2 notebook: Statistics

• Week 3 notebook: Monte Carlo Simulation

• Week 4 notebook: Confidence interval

• Week 5 notebook: Clustering and Classification

• Week 6 notebook: Regression, Gradient Descent, Decision Trees

• Week 7 notebook: Decision Trees, Random Forests, Support Vector Machine

• Week 8 notebook: Neural networks