UFC-Winning-Variables

Analyze and model ufc data to see how important some pre-determined physical attributes are to winning a ufc fight.

Highlight Files

1. Visualization - see plots and figures built after data set exploration and comprehension
2. Practice - see different ways to build up model through feature engineering and more!
3. Final - see the improvement of a model and other best practices

Skills Used

• Pandas data manipulation
• Numpy random seed
• Scikit-Learn train test split, Simple Imputer, One Hot Encoder, Column Transform, pipeline, feature scaler
• Scikit-Learn models, hyperparameter tuning, scoring, metrics comparison (visual w/ Matplotlib)
• Pickle save and load model