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Comments in configuration files might be outdated.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