MLT: Resource List

Machine Learning Theory Resource List

Basic Material

• Book: Understanding machine learning Online PDF
• Lecture notes (version with solutions usually uploaded few days later)

Tutorials

• Tutorial 1, 2 and 3 sheets and solutions are in the same folder here

Coursework solutions

• In the same folder as tutorials in file MLT_coursework_solutions_2024.pdf. 

Useful web sites: 

• https://ml-playground.com/ 

Further reading

• Neural networks (Optional): For a thorough description of basics of neural networks, including backpropagation, Andrew Galssner's book Deep Learning: A visual Approach is very good, with many pictures. Many other web resources are excellent

For more information on getting the most out of your courses Resource List, have a look at this video.