NightwingNBA Data Analysis

This repository is still very much a work in progress, more updates to come soon.

Steps to build the database:

1. Install requirements if needed
2. Run only the first time: python3 build_database.py
3. python3 write_sql_data_to_pt.py - files will save in saved_data/(train,val, test).pt
4. python3 train_model.py - model will save in saved_data/(train,val, test).pt
5. python3 predict.py

To run daily predictions:

1. python3 update_database.py - to store recent games not yet in the database
2. python3 predict.py

Model retraining can be done with:

1. python3 update_database.py
2. python3 write_sql_data_to_pt.py
3. python3 train_model.py