The acronym 'CatBoost' stands for 'Category Boosting.' It represents the focus of the CatBoost algorithm on effectively handling categorical features in machine learning tasks. CatBoost incorporates innovative techniques, such as target encoding and combination of statistics from categorical variables, to leverage the information present in categorical features and improve predictive performance.