gradient-boosting · GitHub Topics

shap

@shap

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

翻译 - 一种解释任何机器学习模型输出的博弈论方法。

interpretability machine-learning deep-learning gradient-boosting shap shapley explainability

Jupyter Notebook22.91 k

13 天前

LightGBM

Microsoft@microsoft

#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 machine-learning data-mining distributed lightgbm gbrt microsoft decision-trees gradient-boosting

C++16.72 k

5 天前

numpy-ml

@ddbourgin

#计算机科学# Machine learning, in numpy

翻译 - 机器学习，以数字表示

machine-learning neural-networks topic-modeling gaussian-mixture-models hidden-markov-models gradient-boosting bayesian-inference wavenet vae resnet

Python15.5 k

1 年前

catboost

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...

翻译 - 快速，可扩展，高性能的“决策树加速梯度”库，用于对Python，R，Java，C ++进行排名，分类，回归和其他机器学习任务。支持在CPU和GPU上进行计算。

machine-learning decision-trees gradient-boosting gbm gbdt python r kaggle gpu-computing catboost

Python8.1 k

14 小时前

interpret

@interpretml

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

翻译 - 拟合可解释的模型。说明黑匣子机器学习。

machine-learning interpretability gradient-boosting blackbox scikit-learn xai interpretml interpretable-machine-learning interpretable-ai transparency

C++6.3 k

3 天前

awesome-decision-tree-papers

Benedek Rozemberczki@benedekrozemberczki

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

翻译 - 有关决策，分类和回归树及其实现的研究论文的集合。

decision-tree decision-tree-classifier gradient-boosting gradient-boosting-machine regression-tree cart machine-learning machine-learning-research random-forest xgboost

Python2.38 k

8 个月前

decision-forests

@tensorflow • 谷歌公司

#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.

翻译 - 一组用于Keras中的决策林模型的训练，服务和解释的最新算法。

python machine-learning random-forest tensorflow ml decision-trees gradient-boosting interpretability decision-forest keras

Python660

11 天前