This post is divided into five parts; they are: • Installing CatBoost • CatBoost’s Key Differentiators • Overlapping Features with Other Boosting Algorithms • Implementing CatBoost for Home Price Prediction • CatBoost Feature Importance Analysis CatBoost (short for Categorical Boosting) is a machine learning algorithm that uses gradient boosting on decision trees.