Kaggle 机器学习竞赛冠军及优胜者的源代码汇总
Kaggle比赛源代码和讨论的收集整理。
Algorithmic Trading Challenge25
- Solution whitepaper26.
- Solution thread19.
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Allstate Purchase Prediction Challenge3
- Rank 2 solution code21 by Alessandro Mariani.
- Rank 10 solution code5 by B1aine.
- Rank 36 solution cod1e by Hiroyuki.
- Rank 159 solution code by MrCanard.
- Solution thread.
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Amazon.com – Employee Access Challenge6
- Rank 1 solution code24 by Paul Duan and Benjamin Solecki team.
- Rank 1 solution Q&A5 by Paul Duan.
- Rank 2 solution code1 by Owen Zhang.
- Rank 3 solution code3 by Dmitry & Leustagos.
- Rank 289 solution code by Foxtrot with original blog post here.
- Solution thread.
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AMS 2013-2014 Solar Energy Prediction Contest2
- Rank 1 solution code5 and description4 by Leustagos team.
- Rank 2 solution code and description by Toulouse.
- Rank 3 solution code1 and description by Owen Zhang.
- Rank 4 solution escription by Peter Prettenhofer.
- Rank 5 solution description by Domcastro.
- Rank 58 solution code and description by Davit.
- Solution thread here.
- Ridge Regression starter code with MAE about 2.2M by Alec Radford, original thread here.
- Improved starter code by Foxtrot.
- Baseline code with MAE about 2.6M using Catmull-Rom Spline interpolation, also available in R here andhere.
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Belkin Energy Disaggregation Competition1
- Solution thread.
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Challenges in Representation Learning: Facial Expression Recognition Challenge4
- Rank 1 solution code6 and description2 by Charlie Tang.
- Rank 3 solution description3 by Maxim Milakov.
- Solution thread.
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Challenges in Representation Learning: The Black Box Learning Challenge1
- Rank 1 solution description1 by David Thaler.
- Rank 2 solution code and description by sayit.
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Challenges in Representation Learning: Multi-modal Learning2
- Rank 1 solution1 by MMDL.
- Solution thread.
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Detecting Insults in Social Commentary
- Rank 1 solution description4 and code by Vivek Sharma.
- Rank 2 solution1 by tuzzeg.
- Rank 3 solution description Andrei Olariu.
- Rank 4 solution by Chris Brew.
- Rank 5 solution description by Yasser Tabandeh.
- Rank 6 solution by Andreas Mueller, code available here.
- Rank 8 solution description by Steve Poulson.
- Solution thread.
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EMI Music Data Science Hackathon
- Rank 4 solution description1 by Steffen Rindle.
- Rank 18 solution code and description by Vlad Gusev.
- Rank 34 solution code and description by zenog.
- Solution thread.
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Galaxy Zoo – The Galaxy Challenge
- Rank 1 solution code2 and description1 by Sander Dieleman.
- Rank 2 solution code and description by Maxim Milakov.
- Rank 3 solution code and description by tund.
- Rank 5 solution code and description by Julian de Wit.
- Rank 9 solution code and description by Soumith Chintala.
- Rank 13 solution code and description by Xiaoxiang Zhang.
- Rank 28 solution code and description by utdiscant.
- Rank 38 solution code and description by sugi.
- Rank 57 solution code and description1 by hxu.
- Rank 58 solution code and description by yr.
- Solution thread.
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Global Energy Forecasting Competition 2012 – Wind Forecasting
- Rank 1 solution by Leustagos.
- Solution thread here1.
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KDD Cup 2013 – Author-Paper Identification Challenge (Track 1)2
- Rank 1 solution with code and description4 by Team Algorithm, Github link to code here1.
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KDD Cup 2013 – Author Disambiguation Challenge (Track 2)1
- Rank 1 solution with code and description4 by Team Algorithm, Github link to code here1.
- Rank 2 solution1 by SmallData Team.
- Rank 3 solution1 by hustmonk.
- Rank 4 solution1 by Ben S.
- Solution thread1.
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Large Scale Hierarchical Text Classification4
- Rank 1 solution code and description7 by anttip.
- Rank 3 solution code2 and description2 by nagadomi.
- Solution thread one3.
- Solution thread two2.
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Loan Default Prediction – Imperial College London
- Rank 2 solution and description1 by HelloWorld.
- Rank 12 solution and description by David McGarry.
- Solution thread.
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Merck Molecular Activity Challenge1
- Ideas sharing discussion thread.
- Preprocessing techniques discussion thread.
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MLSP 2013 Bird Classification Challenge
- Rank 1 solution code3 and description by beluga.
- Rank 2 solution code1 and description by Herbal Candy (W and thomeou).
- Rank 3 solution description by Anil Thomas.
- Rank 4 solution description by Maxim Milakov.
- Solution thread.
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Observing the Dark World
- Rank 2 solution by Iain Murray, code available here.
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PAKDD 2014 – ASUS Malfunctional Components Prediction
- Yet another solution thread1.
- Solution thread2.
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Personalize Expedia Hotel Searches – ICDM 2013
- Presentation paper/slides1 for ICDM 2013.
- Solution thread1.
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Predicting a Biological Response1
- Rank 6 solution by Shea Parkes & Neil Schneider team.
- Rank 17 solution of Ensemble of RandomForests, GradientBoostingTrees and ExtraTreesRegressorby Emanuele Olivetti.
- Another solution code by Oblique Random Forest (oRF) by Shea Parkes & Neil Schneider team.
- The code of my best submission thread. Talks about Multi-core training Oblique Random Forests, and Stacking.
- Question about the process of ensemble learning thread. Talks about applying ensembles in practice, and how can problems arise and how to deal with them.
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Predicting Closed Questions on Stack Overflow
- Rank 10 solution by Marco Lui.
- Rank 33 solution by Foxtrot.
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See Click Predict Fix1
- Solution thread1.
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See Click Predict Fix – Hackathon1
- Solution thread.
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StumbleUpon Evergreen Classification Challenge
- Benchmark beater 1.
- Benchmark beater 2.
- Benchmark beater 3.
- Solution thread.
- My own solution, which is a good example of what is overfitting. (Public rank: 57, Private rank: 291)
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[The Analytics Edge (15.071x)](The%20Analytics Edge (15.071x))
- Rank 17 solution code and description by Foxtrot.
- Solution thread.
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The Marinexplore and Cornell University Whale Detection Challenge
- Rank 1 solution by Nick Kridler.
- Rank 7 solution by Gilles Louppe and Peter Prettenhofer team.
- Rank 8 solution by Sander Dieleman.
- Rank 56 solution by Sudeep Juvekar.
- Solution discussion thread.
- Mean spectogram thread.
- Official interview from the Marinexplorer and Cornell at Kaggle.
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Walmart Recruiting – Store Sales Forecasting1
- Rank 1 solution code5 and description by David Thaler.
- Rank 2 solution description1 by sriok.
- Rank 3 solution code and description1 by James King.
- Rank 5 solution description by ACS69.
- Rank 6 solution description by T. Henry.
- Rank 8 solution description by BreakfastPirate.
- Rank 9 solution description by Neil Summers.
- Rank 10 solution description by Gilberto Titericz Junior.
- Rank 11 solution description by citynight.
- Rank 16 solution code and description by yr.
- Rank 29 solution code and description by Mike Kim.
- Rank 30 solution description by dkay.
- Solution thread.
Thank you Foxtrot, James Petterson, Ben S for providing some of the links and solutions above.