Top catboost open source projects

A collection of research papers on decision, classification and regression trees with implementations.

A full pipeline AutoML tool for tabular data

✭ 172

python Dockerfile tabular-data xgboost semi-supervised-learning gbm lightgbm ensemble-learning dask preprocessing automl distributed-training datacleaning catboost pseudo-labeling fullpipeline adversarial-validation automl-pipeline-selection

influence boosting

Supporting code for the paper "Finding Influential Training Samples for Gradient Boosted Decision Trees"

✭ 57

python Jupyter Notebook shell machine-learning paper machine-learning-algorithms gradient-boosting catboost influence-functions

recsys2019

The complete code and notebooks used for the ACM Recommender Systems Challenge 2019

✭ 26

Jupyter Notebook python challenge recurrent-neural-networks xgboost recommender lightgbm learning-to-rank acm recommender-system recommender-systems recommendation-algorithms catboost tensorflow-ranking

aws-machine-learning-university-dte

Machine Learning University: Decision Trees and Ensemble Methods

✭ 119

Jupyter Notebook machine-learning random-forest tabular-data xgboost lightgbm decision-trees boosting catboost

datascienv

datascienv is package that helps you to setup your environment in single line of code with all dependency and it is also include pyforest that provide single line of import all required ml libraries

✭ 53

python data-science numpy scikit-learn pandas seaborn xgboost lightgbm matplotlib imbalanced-data catboost tensorflow2 pycaret datascienv data-science-env

AutoTabular

Automatic machine learning for tabular data. ⚡🔥⚡

✭ 51

python data-science machine-learning deep-learning scikit-learn tabular-data xgboost lightgbm structured-data feature-engineering hpo automl catboost pytorch-lightning

orderbook modeling

Example of order book modeling.

✭ 38

Jupyter Notebook time-series stock-market stock-price-prediction orderbook gradient-boosting catboost time-series-forecasting

Github-Stars-Predictor

It's a github repo star predictor that tries to predict the stars of any github repository having greater than 100 stars.

✭ 34

Jupyter Notebook javascript python nodejs github-api machine-learning deep-neural-networks deep-learning random-forest github-stars keras prediction data-visualization seaborn xgboost matplotlib catboost gradient-boosting-regressor

stackgbm

🌳 Stacked Gradient Boosting Machines

✭ 24

r machine-learning xgboost gbdt gbm lightgbm ensemble-learning decision-trees gradient-boosting catboost model-stacking

JLBoost.jl

A 100%-Julia implementation of Gradient-Boosting Regression Tree algorithms

✭ 65

julia data-science machine-learning tree xgboost gbdt lightgbm gbrt catboost tree-boosting-algorithms

AIML-Projects

Projects I completed as a part of Great Learning's PGP - Artificial Intelligence and Machine Learning

Top 12 catboost open source projects