/Neural-Network-in-pure-NumPy

A feedforward neural network from scratch without any high level deep learning libraries. Pure mathematics and NumPy.

Primary LanguageJupyter Notebook

Neural Network in pure NumPy

Create a football classification

A feedforward neural network from scratch without any high level libraries other than Numpy. Pure mathematics.

It's a complex recreation of one of Deep Learning course assignment:

  • Refer to Football assignment from the first course of specialization.
  • Rewritten from scratch by myself.
  • Custom dataset generated in Processing. It's not randomized, you can place the dots as you wish.
  • Before doing this I rewrote the code for Tensorflow Sequential API for Deep Learning Workshop during my Creative Coding class. That version is not available here (If you are my student check google classroom or contact me).

Dataset generator

I'm using a custom script to create the dataset, to use it you need Processing.

  • Press mouse to add a new point, press a key to change the team.
  • The dataset is automatically stored in csv file.