brajard/MAT330

Machine learning course for University in Bergen

MAT330

Machine learning course for University in Bergen

You will find here the support pdf for the course Machine Learning for physical modelling given as a part of the MAT330 course for the University in Bergen.

Practical exercises:

• Classification: Simple classification problem with MNIST dataset

• Regression: Trying to emulate a chaotic dynamical system

The slides can be found here:

• Lecture 1: pdf
• Lecture 2: pdf

Notebooks demonstration in the course:

• Regression:
• Regression tree:
• Random Forest:

Main references of the course:

• https://jakevdp.github.io/PythonDataScienceHandbook/
• http://www.deeplearningbook.org
• https://www.manning.com/books/deep-learning-with-python-second-edition?a_aid=keras&a_bid=76564dff