Kaggle 机器学习竞赛冠军及优胜者的源代码汇总

阅读目录
Algorithmic Trading Challenge25
Allstate Purchase Prediction Challenge3
Amazon.com – Employee Access Challenge6
AMS 2013-2014 Solar Energy Prediction Contest2
Belkin Energy Disaggregation Competition1
Challenges in Representation Learning: Facial Expression
Recognition Challenge4
Challenges in Representation Learning: The Black Box Learning
Challenge1
Challenges in Representation Learning: Multi-modal Learning2
Detecting Insults in Social Commentary
EMI Music Data Science Hackathon
Galaxy Zoo – The Galaxy Challenge
Global Energy Forecasting Competition 2012 – Wind Forecasting
KDD Cup 2013 – Author-Paper Identification Challenge (Track
1)2
KDD Cup 2013 – Author Disambiguation Challenge (Track
2)1
Large Scale Hierarchical Text Classification4
Loan Default Prediction – Imperial College London
Merck Molecular Activity Challenge1
MLSP 2013 Bird Classification Challenge
Observing the Dark World
PAKDD 2014 – ASUS Malfunctional Components Prediction
Personalize Expedia Hotel Searches – ICDM 2013
Predicting a Biological Response1
Predicting Closed Questions on Stack Overflow
See Click Predict Fix1
See Click Predict Fix – Hackathon1
StumbleUpon Evergreen Classification Challenge
[The Analytics Edge (15.071x)](The%20Analytics Edge (15.071x))
The Marinexplore and Cornell University Whale Detection
Challenge
Walmart Recruiting – Store Sales Forecasting1

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.