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gradient-boosting

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Wikipedia

shap / shap

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

24482

3433

3 天前

microsoft / LightGBM

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

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

C++

17706

3943

17 小时前

ddbourgin / numpy-ml

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

16153

3796

2 年前

EpistasisLab / tpot

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

9996

1576

23 天前

catboost / catboost

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 computation on CPU and GPU.

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++

8602

1239

4 小时前

interpretml / interpret

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 iml interpretable-ml explainable-ml explainability bias 人工智能 explainable-ai differential-privacy

C++

6686

769

2 天前

benedekrozemberczki / awesome-decision-tree-papers

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

2424

341

2 年前

stanfordmlgroup / ngboost

Natural Gradient Boosting for Probabilistic Prediction

机器学习 gradient-boosting uncertainty-estimation Python

Python

1782

248

1 个月前

benedekrozemberczki / awesome-fraud-detection-papers

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

1736

323

2 年前

ClimbsRocks / auto_ml

[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

1654

312

5 年前

TorchEnsemble-Community / Ensemble-Pytorch

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

1034

1 年前

benedekrozemberczki / awesome-gradient-boosting-papers

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

1031

162

2 年前

sberbank-ai-lab / LightAutoML

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

925

3 年前

Freemanzxp / GBDT_Simple_Tutorial

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 are displayed, interpreted and visualized to help readers better understand Gradient Boosting Decision Trees

gbdt gradient-boosting 机器学习

Python

737

197

6 年前

tensorflow / decision-forests

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

690

113

1 个月前

x4nth055 / emotion-recognition-using-speech

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

649

247

2 年前

google / yggdrasil-decision-forests

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++

611

9 天前

zygmuntz / hyperband

Tuning hyperparams fast with Hyperband

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

Python

594

7 年前

perpetual-ml / perpetual

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

532

6 天前

serengil / chefboost

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 features support for Python

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

480

100

3 个月前