Kaggle比賽源代碼和討論的收集整理。

Algorithmic Trading Challenge25

• Solution whitepaper26.
• Solution thread19.

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.

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.

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?and?here.

Belkin Energy Disaggregation Competition1

• Solution thread.

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.

Challenges in Representation Learning: The Black Box Learning Challenge1

• Rank 1 solution description1?by David Thaler.
• Rank 2 solution code and description?by sayit.

Challenges in Representation Learning: Multi-modal Learning2

• Rank 1 solution1?by MMDL.
• Solution thread.

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.

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.

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.

Global Energy Forecasting Competition 2012 – Wind Forecasting

• Rank 1 solution?by Leustagos.
• Solution thread?here1.

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.

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.

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.

Loan Default Prediction – Imperial College London

• Rank 2 solution?and?description1?by HelloWorld.
• Rank 12 solution?and?description?by David McGarry.
• Solution thread.

Merck Molecular Activity Challenge1

• Ideas sharing discussion thread.
• Preprocessing techniques discussion thread.

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.

Observing the Dark World

• Rank 2 solution?by Iain Murray, code available?here.

PAKDD 2014 – ASUS Malfunctional Components Prediction

• Yet another solution thread1.
• Solution thread2.

Personalize Expedia Hotel Searches – ICDM 2013

• Presentation paper/slides1?for ICDM 2013.
• Solution thread1.

Predicting a Biological Response1

• Rank 6 solution?by Shea Parkes & Neil Schneider team.
• Rank 17 solution of Ensemble of RandomForests, GradientBoostingTrees and ExtraTreesRegressor?by?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

• Rank 10 solution?by Marco Lui.
• Rank 33 solution?by Foxtrot.

See Click Predict Fix1

• Solution thread1.

See Click Predict Fix – Hackathon1

• Solution thread.

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)

[The Analytics Edge (15.071x)](The%20Analytics Edge (15.071x))

• Rank 17 solution code?and?description?by Foxtrot.
• Solution thread.

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 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.

轉載自：https://blog.csdn.net/Julialove102123/article/details/80421147

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