ppradhan01 / first-principles-NN

A 'first principles' implementation of a simple neural network

first-principles-NN

About

A 'first principles' implementation of a simple neural network to predict daily bike rental ridership. Manually implement forward pass and back propagation.

Data

• In subdir Bike-Sharing-Dataset from Laboratory of Artificial Intelligence and Decision Support (LIAAD), University of Porto.
• Dataset has the number of riders for each hour of each day from January 1 2011 to December 31 2012. Description of format is in Readme.txt.

Code

code.ipynb (Jupyter notebook)

Testing

• Testing and output for the dataset is inline in the notebook