Spotify Popularity Prediction

Built an ensemble model on the Spotify dataset to determine the popularity of songs and study feature importance using SHAP.

Models:

The ensemble model includes:

• "ridge"
• "random forest"
• "XGBoost"
• "LightGBM"
• "CatBoost"

Predict Results:

The first result:

The predicted popularity is 50.07, which is close to true popularity 50.

The second result:

The predicted popularity is 38.71, which is close to true popularity 41.