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:
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.