Logistic Regression is a very powerful supervised machine learning algorithm. We demonstrate that for binary classification problems such as predicting the probability of a goal in FIFA, logistic regression outperforms linear regression. Check out this colab link to try it for yourself: https://colab.research.google.com/drive/1unyUv55_42Gmm4FyBGhfD7rhbmI93mPw?usp=sharing