github的重要内容
Deconvolutional Paragraph Representation Learning
https://github.com/dreasysnail/textCNN_public
比赛：https://blog.csdn.net/u014732537/article/details/81038260
https://dc.cloud.alipay.com/index?click_from=MAIL&_bdType=acafbbbiahdahhadhiih#/compet/topics
博客：https://sthalles.github.io/
大数据竞赛平台,国内主要是天池大数据竞赛和DataCastle,国外主要就是Kaggle.Kaggle是一个数据挖掘的竞赛平台,网站为:https://www.kaggle.com/.
Algorithmic Trading Challenge1.7K
- Solution whitepaper1.7K.
- Solution thread707.
Allstate Purchase Prediction Challenge592
- Rank 2 solution code1.4K by Alessandro Mariani.
- Rank 10 solution code196 by B1aine.
- Rank 36 solution cod104e by Hiroyuki.
- Rank 159 solution code80 by MrCanard.
- Solution thread86.
Amazon.com – Employee Access Challenge342
- Rank 1 solution code949 by Paul Duan and Benjamin Solecki team.
- Rank 1 solution Q&A121 by Paul Duan.
- Rank 2 solution code122 by Owen Zhang.
- Rank 3 solution code79 by Dmitry & Leustagos.
- Rank 289 solution code43 by Foxtrot with original blog post here5.
- Solution thread15.
AMS 2013-2014 Solar Energy Prediction Contest166
- Rank 1 solution code393 and description86 by Leustagos team.
- Rank 2 solution code56 and description6 by Toulouse.
- Rank 3 solution code56 and description8 by Owen Zhang.
- Rank 4 solution escription25 by Peter Prettenhofer.
- Rank 5 solution description18 by Domcastro.
- Rank 58 solution code30 and description6 by Davit.
- Solution thread here8.
- Ridge Regression starter code15 with MAE about 2.2M by Alec Radford, original thread here.
- Improved starter code2 by Foxtrot.
- Baseline code4 with MAE about 2.6M using Catmull-Rom Spline interpolation, also available in R here and here.
Belkin Energy Disaggregation Competition50
- Solution thread39.
Challenges in Representation Learning: Facial Expression Recognition Challenge130
- Rank 1 solution code184 and description39 by Charlie Tang.
- Rank 3 solution description30 by Maxim Milakov.
- Solution thread9.
Challenges in Representation Learning: The Black Box Learning Challenge53
- Rank 1 solution description77 by David Thaler.
- Rank 2 solution code and description11 by sayit.
Challenges in Representation Learning: Multi-modal Learning75
- Rank 1 solution76 by MMDL.
- Solution thread13.
Detecting Insults in Social Commentary81
- Rank 1 solution description137 and code59 by Vivek Sharma.
- Rank 2 solution24 by tuzzeg.
- Rank 3 solution description17 Andrei Olariu.
- Rank 4 solution9 by Chris Brew.
- Rank 5 solution description7 by Yasser Tabandeh.
- Rank 6 solution4 by Andreas Mueller, code available here3.
- Rank 8 solution description8 by Steve Poulson.
- Solution thread1.
EMI Music Data Science Hackathon79
- Rank 4 solution description104 by Steffen Rindle.
- Rank 18 solution code and description30 by Vlad Gusev.
- Rank 34 solution code24 and description4 by zenog.
- Solution thread9.
Galaxy Zoo – The Galaxy Challenge71
- Rank 1 solution code161 and description35 by Sander Dieleman.
- Rank 2 solution code14 and description3 by Maxim Milakov.
- Rank 3 solution code and description14 by tund.
- Rank 5 solution code and description11 by Julian de Wit.
- Rank 9 solution code10 and description2 by Soumith Chintala.
- Rank 13 solution code13 and description1 by Xiaoxiang Zhang.
- Rank 28 solution code and description5 by utdiscant.
- Rank 38 solution code and description5 by sugi.
- Rank 57 solution code and description8 by hxu.
- Rank 58 solution code and description11 by yr.
- Solution thread1.
Global Energy Forecasting Competition 2012 – Wind Forecasting75
- Rank 1 solution64 by Leustagos.
- Solution thread here12.
KDD Cup 2013 – Author-Paper Identification Challenge (Track 1)77
- Rank 1 solution with code and description86 by Team Algorithm, Github link to code here26.
KDD Cup 2013 – Author Disambiguation Challenge (Track 2)32
- Rank 1 solution with code and description76 by Team Algorithm, Github link to code here24.
- Rank 2 solution8 by SmallData Team.
- Rank 3 solution7 by hustmonk.
- Rank 4 solution4 by Ben S.
- Solution thread2.
Large Scale Hierarchical Text Classification119
- Rank 1 solution code and description126 by anttip.
- Rank 3 solution code26 and description6 by nagadomi.
- Solution thread one15.
- Solution thread two6.
Loan Default Prediction – Imperial College London94
- Rank 2 solution82 and description21 by HelloWorld.
- Rank 12 solution18 and description9 by David McGarry.
- Solution thread8.
Merck Molecular Activity Challenge13
- Ideas sharing discussion thread12.
- Preprocessing techniques discussion thread3.
MLSP 2013 Bird Classification Challenge58
- Rank 1 solution code78 and description19 by beluga.
- Rank 2 solution code16 and description3 by Herbal Candy (W and thomeou).
- Rank 3 solution description9 by Anil Thomas.
- Rank 4 solution description2 by Maxim Milakov.
- Solution thread1.
Observing the Dark World27
- Rank 2 solution20 by Iain Murray, code available here5.
PAKDD 2014 – ASUS Malfunctional Components Prediction17
- Yet another solution thread15.
- Solution thread11.
Personalize Expedia Hotel Searches – ICDM 201321
- Presentation paper/slides24 for ICDM 2013.
- Solution thread24.
Predicting a Biological Response41
- Rank 6 solution31 by Shea Parkes & Neil Schneider team.
- Rank 17 solution of Ensemble of RandomForests, GradientBoostingTrees and ExtraTreesRegressor 21by Emanuele Olivetti.
- Another solution code by Oblique Random Forest (oRF)5 by Shea Parkes & Neil Schneider team.
- The code of my best submission8 thread. Talks about Multi-core training Oblique Random Forests, and Stacking.
- Question about the process of ensemble learning2 thread. Talks about applying ensembles in practice, and how can problems arise and how to deal with them.
Predicting Closed Questions on Stack Overflow41
- Rank 10 solution49 by Marco Lui.
- Rank 33 solution12 by Foxtrot.
See Click Predict Fix50
- Solution thread33.
See Click Predict Fix – Hackathon25
- Solution thread16.
StumbleUpon Evergreen Classification Challenge20
- Benchmark beater 126.
- Benchmark beater 21.
- Benchmark beater 31.
- Solution thread2.
- My own solution2, 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 code9 and description3 by Foxtrot.
- Solution thread1.
The Marinexplore and Cornell University Whale Detection Challenge44
- Rank 1 solution77 by Nick Kridler.
- Rank 7 solution4 by Gilles Louppe and Peter Prettenhofer team.
- Rank 8 solution2 by Sander Dieleman.
- Rank 56 solution2 by Sudeep Juvekar.
- Solution discussion thread2.
- Mean spectogram thread1.
- Official interview1 from the Marinexplorer and Cornell at Kaggle.
Walmart Recruiting – Store Sales Forecasting219
- Rank 1 solution code371 and description109 by David Thaler.
- Rank 2 solution description84 by sriok.
- Rank 3 solution code82 and description19 by James King.
- Rank 5 solution description28 by ACS69.
- Rank 6 solution description16 by T. Henry.
- Rank 8 solution description8 by BreakfastPirate.
- Rank 9 solution description6 by Neil Summers.
- Rank 10 solution description8 by Gilberto Titericz Junior.
- Rank 11 solution description14 by citynight.
- Rank 16 solution code40 and description5 by yr.
- Rank 29 solution code24 and description6 by Mike Kim.
- Rank 30 solution description23 by dkay.
- Solution thread10.