Lecture Notes

These are some of the notes I took during my studies. They are not meant to be a substitute for the lectures, but rather a complement to them.

I hope they can be useful to you. If you find any mistakes, please let me know.

Master in Data Science - Universitat Politècnica de Catalunya

Details

During the last semester of classes in the Master in Data Science, I took notes of the three main subjects which I found most interesting: AMA, AML and ASM.

Source and Building

The notes are written in LaTeX and are available in PDF format. The source code is also available in the corresponding GitHub repository. (AMA, AML, ASM).

These LaTeX documents are built using Nix and as such can be built by running:

nix build github:leixb/ama-notes

To learn more about Nix, you can refer to the NixOS website or some of my blog posts about my workflow with Nix.

Disclaimer

The notes of AMA, are quite extensive and cover most of the topics of the course. The notes of ASM are missing the last topics but are still quite complete.

AML is the only course for which there were no complimentary material given that it was a new course. As such, the notes are mainly a summary of the lectures and the recommended bibliography. There are probably some mistakes and typos due to difficulties contrasting the notes taken in class with the bibliography.