大数据挖掘DT数据分析 公众号: datadw
Kaggle比赛源代码和讨论的收集整理。
本文代码链接较多,以下绿色字体均带有链接。详细资料请阅读原文
http://suanfazu.com/t/kaggle/230
Algorithmic Trading Challenge40
Solution whitepaper41.
Solution thread30.
Allstate Purchase Prediction Challenge7
Rank 2 solution code33 by Alessandro Mariani.
Rank 10 solution code6 by B1aine.
Rank 36 solution cod2e by Hiroyuki.
Rank 159 solution code1 by MrCanard.
Solution thread2.
Amazon.com – Employee Access Challenge10
Rank 1 solution code40 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.
AMS 2013-2014 Solar Energy Prediction Contest2
Rank 1 solution code5 and description4 by Leustagos team.
Rank 2 solution code1 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 hereand here.
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 Learning3
Detecting Insults in Social Commentary
Rank 1 solution description4 and code1 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 description1 by Steve Poulson.
Solution thread.
EMI Music Data Science Hackathon
Rank 4 solution description2 by Steffen Rindle.
Rank 18 solution code and description1 by Vlad Gusev.
Rank 34 solution code and description by zenog.
Solution thread.
Galaxy Zoo – The Galaxy Challenge
Rank 1 solution code3 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.
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
Rank 1 solution with code and description5 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.
Large Scale Hierarchical Text Classification4
Loan Default Prediction – Imperial College London1
Merck Molecular Activity Challenge1
MLSP 2013 Bird Classification Challenge
Rank 1 solution code4 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.
Observing the Dark World
PAKDD 2014 – ASUS Malfunctional Components Prediction
Personalize Expedia Hotel Searches – ICDM 2013
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.
Predicting Closed Questions on Stack Overflow
See Click Predict Fix2
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
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.
Walmart Recruiting – Store Sales Forecasting1
Rank 1 solution code7 and description1 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.
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