/Awesome_CatBoost

The repository to showcase the best framework for tabular data - the Awesome CatBoost

Awesome_CatBoost

The repository to showcase the best framework for tabular data - the Awesome CatBoost!

Table of Contents

Videos

  1. Anna Veronika Dorogush - CatBoost - the new generation of Gradient Boosting (EuroPython Conference, 2018)
  2. XGBoost ❌ LightGBM ❌ CatBoost ❌ Scikit-Learn GRADIENT BOOSTING Performance Compared
  3. Yandex Catboost: Open-source Gradient Boosting Library (2018)
  4. CatBoost Part 1: Ordered Target Encoding by Josh Starmer (2023)

Papers

  1. A Closer Look at Deep Learning on Tabular Data large scale study (300! datasets) showing CatBoost dominates on tabular data πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸš€πŸš€πŸš€πŸš€πŸš€
  2. CatBoost: gradient boosting with categorical features support by Anna Veronika Dorogush, Vasily Ershov, Andrey Gulin (NeurIPS, 2017) πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯
  3. CatBoost: unbiased boosting with categorical features by Liudmila Prokhorenkova, Gleb Gusev, Aleksandr Vorobev, Anna Veronika Dorogush, Andrey Gulin (Neurips, 2018) πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯
  4. iDS-SQuaD. Machine learning selection of bright extragalactic objects to search for new gravitationally lensed quasars](https://www.aanda.org/articles/aa/full_html/2019/12/aa36006-19/aa36006-19.html) (2019)
  5. When Do Neural Nets Outperform Boosted Trees on Tabular Data? (2023) large scale study showing CatBoost outperofmed xgboost by 6% in terms of accuracy πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯
  6. [CatBoost for big data: an interdisciplinary review](CatBoost for big data: an interdisciplinary review) (2020) πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯

Articles

  1. The Gradient Boosters V: CatBoost by Manu Joseph (2020)
  2. CatBoost Hyperparameter Tuning Guide with Optuna by Kaggle Grandmaster Mario Filho (2023) πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯
  3. XGBoost? CatBoost? LightGBM? (2023)
  4. Stop Using XGBoost… by Matt Przybyla (2021)
  5. When to Choose CatBoost Over XGBoost or LightGBM - Practical Guide (2023)
  6. CatBoost vs. Light GBM vs. XGBoost
  7. CatBoost: Gradient Tree Boosting for Recommender Systems, Classification and Regression
  8. Is CatBoost faster than LightGBM and XGBoost?https://tech.deliveryhero.com/is-catboost-faster-than-lightgbm-and-xgboost/)
  9. 5 Cute Features of CatBoost - Other boosting algorithms don't have these features by Rukshan Pramoditha (2021)
  10. What Is CatBoost? by Artem Oppermann (2023)
  11. CatBoost Secrets: How It Handles Categorical Columns and Tree Growth by Gneya Pandya (2024)
  12. Why you should learn CatBoost now by Felix Revert (2020)
  13. How CatBoost encodes categorical variables? by Adrian Biarnes (2021)

Kaggle

  1. catboost uncertainty by x4 Kaggle Grandmaster Darius BaruΕ‘auskas (Kaggle 'raddar') (2024) πŸ”₯πŸ”₯πŸ”₯πŸ”₯πŸ”₯