This repository is the result of a semester at a PUC-Rio's course by the same name of the book Machine Learning Under a Modern Optimization Lens.
Every class was given by a student over one chapter and had an exercise for fixation. My solutions for them can be found under ./exercises/. Both the classes and exercises are in brazilian portuguese, but the code was written in english. Some exercises required data, which can be downloaded using Git LFS.
For example, I gave a lecture on Neural Networks to give context for the chapter on Neural Networks transformed into Optimal Trees. The presentation can be found under ./presentation/mlopt-nn.pdf. The exercise can be found under ./presentation/exercise/exercise.md. The code for some of the examples used in the presentation can be found under ./presentation/code/.
If you have any doubt or suggestion, don't hesitate on contacting me.