MLT: Resource List

Machine Learning Theory Resource List

Lecture notes (Solutions in file ending _sol.pdf). Folder also contains Revision Slides. 

Book: Understanding machine learning Online PDF

Tutorials

• Tutorial 1 sheet: File MLT-tutorial1.pdf here (solutions in the same folder)
• Tutorial 2 sheet: File MLT-tutorial2.pdf here (Solutions in the same folder)
• Tutorial 3 sheet: File MLT-tutorial3.pdf here (Solutions in the same folder)

Useful web sites: 

• https://ml-playground.com/
• https://www.wolframalpha.com/
• https://playground.tensorflow.org/ 

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.