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LightGBM
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LightGBM/examples
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James Lamb e0cda880fc
[python-package] remove uses of deprecated NumPy random number generation APIs, require 'numpy>=1.17.0' (#6468) 		2024-06-03 20:17:40 -05:00
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binary_classification [ci] prevent trailing whitespace, ensure files end with newline (#6373) 2024-03-18 23:24:14 -05:00
lambdarank [ci] prevent trailing whitespace, ensure files end with newline (#6373) 2024-03-18 23:24:14 -05:00
multiclass_classification [ci] prevent trailing whitespace, ensure files end with newline (#6373) 2024-03-18 23:24:14 -05:00
parallel_learning [ci] prevent trailing whitespace, ensure files end with newline (#6373) 2024-03-18 23:24:14 -05:00
python-guide [python-package] remove uses of deprecated NumPy random number generation APIs, require 'numpy>=1.17.0' (#6468) 2024-06-03 20:17:40 -05:00
regression [ci] prevent trailing whitespace, ensure files end with newline (#6373) 2024-03-18 23:24:14 -05:00
xendcg [ci] prevent trailing whitespace, ensure files end with newline (#6373) 2024-03-18 23:24:14 -05:00
README.md [ci] prevent trailing whitespace, ensure files end with newline (#6373) 2024-03-18 23:24:14 -05:00

README.md

Examples

You can learn how to use LightGBM by these examples.

Comments in configuration files might be outdated. Actual information about parameters always can be found here.

Machine Learning Challenge Winning Solutions

LightGBM is used in many winning solutions, but this table is updated very infrequently.

Place         Competition   Solution Date
1st M5 Forecasting - Uncertainty link 2020.7
3rd M5 Forecasting - Uncertainty link 2020.7
3rd ALASKA2 Image Steganalysis link 2020.7
1st M5 Forecasting - Accuracy link 2020.6
2nd COVID19 Global Forecasting (Week 5) link 2020.5
3rd COVID19 Global Forecasting (Week 5) link 2020.5
1st COVID19 Global Forecasting (Week 4) link 2020.5
2nd COVID19 Global Forecasting (Week 4) link 2020.5
2nd 2019 Data Science Bowl link 2020.1
3rd RSNA Intracranial Hemorrhage Detection link 2019.11
1st IEEE-CIS Fraud Detection link 2019.10
2nd IEEE-CIS Fraud Detection link 2019.10
2nd Kuzushiji Recognition link 2019.10
1st Los Alamos National Laboratory Earthquake Prediction link 2019.6
3rd Los Alamos National Laboratory Earthquake Prediction link 2019.6
1st Santander Customer Transaction Prediction link 2019.4
2nd Santander Customer Transaction Prediction link 2019.4
3rd Santander Customer Transaction Prediction link 2019.4
2nd PetFinder.my Adoption Prediction link 2019.4
1st Google Analytics Customer Revenue Prediction link 2019.3
1st VSB Power Line Fault Detection link 2019.3
5th Elo Merchant Category Recommendation link 2019.2
2nd PLAsTiCC Astronomical Classification link 2018.12
1st Google Research Doodle Recognition Challenge link 2018.12
1st Home Credit Group Home Credit Default Risk link 2018.8
2nd Home Credit Group Home Credit Default Risk link 2018.8
3rd Home Credit Group Home Credit Default Risk link 2018.8
2nd Google AI Open Images - Visual Relationship Track link 2018.8
2nd Santander Value Prediction Challenge link 2018.8
1st Avito Demand Prediction Challenge link 2018.6
2nd Avito Demand Prediction Challenge link 2018.6
3rd Avito Demand Prediction Challenge link 2018.6
1st TalkingData AdTracking Fraud Detection Challenge link 2018.5
1st DonorsChoose.org Application Screening link 2018.4
1st Toxic Comment Classification Challenge link 2018.3
1st Mercari Price Suggestion Challenge link 2018.2
1st IEEE's Signal Processing Society, Camera Model Identification link 2018.2
1st Recruit Restaurant Visitor Forecasting link 2018.2
1st WSDM CUP 2018 - KKBox's Music Recommendation Challenge link 2017.12
1st Porto Seguro’s Safe Driver Prediction link 2017.11
1st Quora Question Pairs link 2017.6
1st Two Sigma Connect: Rental Listing Inquiries link 2017.4
1st CIKM2017 AnalytiCup - Lazada Product Title Quality Challenge link 2017.9
2nd Two Sigma Connect: Rental Listing Inquiries link 2017.4
3rd Two Sigma Connect: Rental Listing Inquiries link 2017.4
3rd Dogs vs. Cats Redux: Kernels Edition link -
3rd Bosch Production Line Performance link 2016.11
1st The 1st Di-Tech Competitions - 2016.7