Kaggle 机器学习竞赛冠军及优胜者的源代码汇总
生活随笔
收集整理的這篇文章主要介紹了
Kaggle 机器学习竞赛冠军及优胜者的源代码汇总
小編覺得挺不錯的,現在分享給大家,幫大家做個參考.
閱讀目錄
- 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?andhere.
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 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
- 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.
總結
以上是生活随笔為你收集整理的Kaggle 机器学习竞赛冠军及优胜者的源代码汇总的全部內容，希望文章能夠幫你解決所遇到的問題。
- 上一篇： Precision和Recall
- 下一篇： vs2010利用属性表自动配置OpenC