gradient-boosting · GitHub Topics

shap / shap

#计算机科学#A game theoretic approach to explain the output of any machine learning model.

interpretability 机器学习深度学习 gradient-boosting shap shapley explainability

Jupyter Notebook 24 k

3 天前

microsoft / LightGBM

#计算机科学#LightGBM是一个基于决策树算法的分布式梯度提升框架（GBT、GBDT、GBRT、GBM或MART），用于排名、分类和许多其他机器学习任务。

gbdt gbm 机器学习 data-mining distributed lightgbm gbrt Microsoft decision-trees gradient-boosting Python R parallel kaggle

C++ 17.31 k

3 天前

ddbourgin / numpy-ml

#计算机科学#Machine learning, in numpy

机器学习 neural-networks topic-modeling gaussian-mixture-models hidden-markov-models gradient-boosting bayesian-inference wavenet vae resnet lstm attention reinforcement-learning knn gaussian-processes word2vec

Python 16.11 k

2 年前

EpistasisLab / tpot

#计算机科学#A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

机器学习 Python 数据科学 automl 自动化 scikit-learn hyperparameter-optimization model-selection parameter-tuning automated-machine-learning random-forest gradient-boosting feature-engineering

Jupyter Notebook 9.92 k

1 个月前

catboost / catboost

#计算机科学#A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computa...

机器学习 decision-trees gradient-boosting gbm gbdt Python R kaggle gpu-computing catboost 教程 categorical-features gpu coreml 数据科学 big-data CUDA data-mining

C++ 8.43 k

18 小时前

interpretml / interpret

#计算机科学#Fit interpretable models. Explain blackbox machine learning.

机器学习 interpretability gradient-boosting blackbox scikit-learn xai interpretml interpretable-machine-learning interpretable-ai transparency interpretable-ml explainable-ml explainability bias 人工智能 explainable-ai differential-privacy

C++ 6.53 k

6 天前

benedekrozemberczki / awesome-decision-tree-papers

#计算机科学#A collection of research papers on decision, classification and regression trees with implementations.

decision-tree decision-tree-classifier gradient-boosting gradient-boosting-machine regression-tree cart 机器学习 machine-learning-research random-forest xgboost lightgbm catboost classification-model classifier ensemble-learning statistical-learning

Python 2.4 k

1 年前

stanfordmlgroup / ngboost

#计算机科学#Natural Gradient Boosting for Probabilistic Prediction

机器学习 gradient-boosting uncertainty-estimation Python

Python 1.74 k

1 天前

benedekrozemberczki / awesome-fraud-detection-papers

#计算机科学#A curated list of data mining papers about fraud detection.

fraud-detection fraud-prevention fraud-management classification 数据科学深度学习 random-forest gradient-boosting data-mining classifier logistic-regression

Python 1.71 k

1 年前

ClimbsRocks / auto_ml

#计算机科学#[UNMAINTAINED] Automated machine learning for analytics & production

机器学习数据科学 automated-machine-learning gradient-boosting scikit-learn Python production-ready automl lightgbm analytics feature-engineering hyperparameter-optimization 深度学习 xgboost Keras Tensorflow 人工智能

Python 1.65 k

4 年前

TorchEnsemble-Community / Ensemble-Pytorch

#计算机科学#A unified ensemble framework for PyTorch to improve the performance and robustness of your deep learning model.

PyTorch pytorch-tutorial ensemble-learning ensemble 深度学习 neural-networks gradient-boosting

Python 1.02 k

1 年前

benedekrozemberczki / awesome-gradient-boosting-papers

#计算机科学#A curated list of gradient boosting research papers with implementations.

gradient-boosting gradient-boosting-machine gradient-boosted-trees xgboost catboost lightgbm random-forest decision-tree classification-algorithm 机器学习深度学习 h2o classifier adaboost

Python 1.02 k

1 年前

sberbank-ai-lab / LightAutoML

#自然语言处理#LAMA - automatic model creation framework

automl classification regression PyTorch 自然语言处理 model-selection parameter-tuning automated-machine-learning lama pipeline 数据科学 feature-engineering stacking kaggle gradient-boosting blackbox

Python 926

3 年前

Freemanzxp / GBDT_Simple_Tutorial

#计算机科学#python实现GBDT的回归、二分类以及多分类，将算法流程详情进行展示解读并可视化，庖丁解牛地理解GBDT。Gradient Boosting Decision Trees regression, dichotomy and multi-classification are realized based on python, and the details of algorithm flow a...

gbdt gradient-boosting 机器学习

Python 736

6 年前

tensorflow / decision-forests

#计算机科学#A collection of state-of-the-art algorithms for the training, serving and interpretation of Decision Forest models in Keras.

Python 机器学习 random-forest Tensorflow decision-trees gradient-boosting interpretability decision-forest Keras

Python 679

6 天前

x4nth055 / emotion-recognition-using-speech

#计算机科学#Building and training Speech Emotion Recognizer that predicts human emotions using Python, Sci-kit learn and Keras

机器学习 emotion-recognition scikit-learn feature-extraction emotion-detection Keras support-vector-machine gradient-boosting librosa 深度学习 neural-networks recurrent-neural-networks

Python 635

2 年前

zygmuntz / hyperband

#计算机科学#Tuning hyperparams fast with Hyperband

hyperparameter-optimization hyperparameter-tuning gradient-boosting 机器学习

Python 594

7 年前

google / yggdrasil-decision-forests

#计算机科学#A library to train, evaluate, interpret, and productionize decision forest models such as Random Forest and Gradient Boosted Decision Trees.

C++命令行界面 Tensorflow 机器学习 decision-trees decision-forest random-forest gradient-boosting cart interpretability distributed-computing Go JavaScript pypi Python

C++ 588

6 天前

perpetual-ml / perpetual

#计算机科学#A self-generalizing gradient boosting machine that doesn't need hyperparameter optimization

Rust gbdt gbm gradient-boosted-trees gradient-boosting kaggle 机器学习 Python

Rust 506

15 天前

serengil / chefboost

#计算机科学#A Lightweight Decision Tree Framework supporting regular algorithms: ID3, C4.5, CART, CHAID and Regression Trees; some advanced techniques: Gradient Boosting, Random Forest and Adaboost w/categorical ...

decision-trees gradient-boosting gradient-boosting-machine random-forest adaboost id3 cart regression-tree gbm data-mining 数据科学 kaggle gbdt gbrt 机器学习 Python categorical-features

Python 478

3 个月前