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rugby-score-prediction's Introduction

Rugby score prediction

An end-to-end machine learning web app to predict rugby scores

Overview

An demo project to provide a high-level overview of the key steps needed in going from raw data to a live deployed machine learning app.

What is covered

  • Data wrangling with Pandas & data storage with SQLite
  • Machine learning (Neural Network) with Keras
  • Web app with Flask (and a bit of CSS & HTML)
  • App deployment with Docker and Heroku

Read more here: https://towardsdatascience.com/an-end-to-end-machine-learning-project-with-python-pandas-keras-flask-docker-and-heroku-c987018c42c7

rugby-score-prediction's People

Contributors

ryanericlamb avatar

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rugby-score-prediction's Issues

Module not found

There's an error showing upon running the code on the local machine. skill_level library was found. Could you please suggest an alternative to this?

Thank you

Provide Information about how to obtain/prepare data

Nice demo-project!

I just played around a bit and realized that on current master, the db is missing - which I could fix by digging it out from older commits.
With the db, the app works but data-preparation still fails since theres some .csv missing.
If you could add some detailed information about how to build up the db and the remaining data for preparation from scratch that would be super nice!

sqlite3 database and CMD in Dockerfile

CMD app.js rather than main.js !
There is no database in this repo. The application loads up fine but crashes looking for the database once a search is run !
Please add your database !

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