match-prediction

This repository provides website for Premier League games predictions with scheduled workflow that updates games and probabilities.

example web:

example airflow webserver:

Running

1. Go to this website and get your api token.

2. Replace line 19 in docker-compose-airflow.yaml and line 52 docker-compose.yaml with your api token.

3. Run webservice first using docker-compose

   • docker-compose up

4. Initialize airflow

   • docker-compose -f docker-compose-airflow.yaml up airflow-init

5. Run airflow

   • docker-compose -f docker-compose-airflow.yaml up

6. Visit http://match-prediction.localhost for webservice and localhost:8080 for airflow

Todo list

Todo

• Add another leagues
• Feature engineering
• Train rnn model
• Front(css, js)
• Train on more data
• Add tests

In Progress

• Log metrics to MlFlow

Done ✓

• Training/prediction task with random forest
• Simple website
• Airflow