using tensorflow_dataset just to import the dataset using numpy for the matrix calculations using matplotlib for literally nothing

This Network should work and start training as soon as you run mnist_nn_fc.py and have every package installed correctly.

This Project can be considered completed

(a book wich might help you: https://www.deeplearningbook.org/ )