/polar-express

A simple forked neural network that maps polar coordinates in a discrete 10x10 cell grid in the plane

Primary LanguageJupyter NotebookMIT LicenseMIT

Polar Express

python tensorflow keras Open In Colab

Project for the course "Machine Learning" of the University of Bologna, A.Y. 2021/2022.

Assignment

The purpose of the project is to learn the mapping from polar coordinates to a a discrete 10x10 grid of cells in the plane, using a neural network.

The supervised dataset is given to you in the form of a generator (to be considered as a black box).

The model must achieve an accuracy of 95%, and it will be evaluated in a way inversely proportional to the number of its parameters: the smaller, the better.

WARNING: Any solution taking advantage of meta-knowledge about the generator will be automatically rejected.