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