lightgbm
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Microsoft Distributed Machine Learning Toolkit
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Sep 12, 2018
A library for debugging/inspecting machine learning classifiers and explaining their predictions
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Jun 10, 2021 - Jupyter Notebook
I have a simple regression task (using a LightGBMRegressor) where I want to penalize negative predictions more than positive ones. Is there a way to achieve this with the default regression LightGBM objectives (see https://lightgbm.readthedocs.io/en/latest/Parameters.html)? If not, is it somehow possible to define (many example for default LightGBM model) and pass a custom regression objective?
Support Series.between
Time Series Forecasting Best Practices & Examples
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May 21, 2021 - Python
Our xgboost models use the binary:logistic' objective function, however the m2cgen converted version of the models return raw scores instead of the transformed scores.
This is fine as long as the user knows this is happening! I didn't, so it took a while to figure out what was going on. I'm wondering if perhaps a useful warning could be raised for users to alert them of this issue? A warning
A collection of research papers on decision, classification and regression trees with implementations.
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Jun 24, 2021 - Python
[UNMAINTAINED] Automated machine learning for analytics & production
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Feb 10, 2021 - Python
Details in discussion mljar/mljar-supervised#421
MLBox is a powerful Automated Machine Learning python library.
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May 21, 2021 - Python
Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL challenge@NeurIPS.
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Mar 25, 2021 - Python
A curated list of gradient boosting research papers with implementations.
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Jun 22, 2021 - Python
Easy hyperparameter optimization and automatic result saving across machine learning algorithms and libraries
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Jan 20, 2021 - Python
A full pipeline AutoML tool for tabular data
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Jul 16, 2021 - Jupyter Notebook
REST web service for the true real-time scoring (<1 ms) of Scikit-Learn, R and Apache Spark models
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Feb 22, 2021 - Java
AI比赛相关信息汇总
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Mar 29, 2020
Open solution to the Home Credit Default Risk challenge
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Jul 1, 2019 - Python
Open solution to the Mapping Challenge
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Mar 22, 2021 - Python
本人多次机器学习与大数据竞赛Top5的经验总结,满满的干货,拿好不谢
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Mar 16, 2021 - Python
pure Go implementation of prediction part for GBRT (Gradient Boosting Regression Trees) models from popular frameworks
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Apr 28, 2021 - Go
The latest pandas 1.3.0 (July 2, 2021) fails with latest eland
eland = "==7.13.0b1"
pandas = "==1.3.0"
While importing eland:
ImportError: cannot import name 'ABCIndexClass' from 'pandas.core.dtypes.generic'
(Former pandas 1.2.5 works fine here.)
Code for WWW'19 "Unbiased LambdaMART: An Unbiased Pairwise Learning-to-Rank Algorithm", which is based on LightGBM
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Oct 30, 2019 - C++
Performance of various open source GBM implementations
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Jun 5, 2021 - HTML
5th place solution for Kaggle competition Favorita Grocery Sales Forecasting
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Feb 6, 2018 - Python
R package for automation of machine learning, forecasting, feature engineering, model evaluation, model interpretation, recommenders, and EDA.
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Jul 20, 2021 - R
Neptune client library - integrate your Python scripts with Neptune
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Jul 22, 2021 - Python
A tour through recommendation algorithms in python [IN PROGRESS]
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Jun 8, 2020 - Jupyter Notebook
Comparison tools
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Sep 24, 2019 - Jupyter Notebook
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Summary
mypyshows some issues in LightGBM's Python package.mypy \ --exclude='python-package/compile/|python-package/build' \ --ignore-missing-imports \ python-package/18 errors in 4 files (click me)