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NBA-Gambling

nba

This project leverages machine learning techniques to predict NBA game outcomes, and determine when to bet over the line and when to bet under.

Contents

  • Conditional Breakdown - This file examines the probability of winning the line bet with a Neural Net model under various conditions.
  • Overall Betting Models - This file looks at how different algorithms work to improve the gambler's chance of winning on an overall dataset.
  • Lakers Betting Models - This file looks at how different algorithms work to improve the gambler's chance of winning on a pure Lakers dataset.

Website

https://nbalinebetting.glitch.me - This website displays the data retrieved from the above files in a simple and interactive fashion.

Libaries Used

Data Cleaning

  • BeautifulSoup
  • Pandas

ML Modeling

  • Sklearn
  • Xgboost
  • Keras
  • TPOT

Visualization

  • Seaborn
  • Matplotlib
  • Plotly.js

About

Using ML in python to determine how to bet on the line of NBA games

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