Hendrik/xgboost
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity

Update the list of winning solutions using XGBoost (#6192)

Browse Source 
Co-authored-by: divya <divyachauhan661@gmail.com>
Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
This commit is contained in:
DIVYA CHAUHAN 2020-10-04 02:09:58 +05:30 committed by GitHub
parent cf4f019ed6
commit 750bd0ae9a
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23
1 changed files with 10 additions and 0 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

10
demo/README.md
View File

@ -78,6 +78,13 @@ XGBoost is extensively used by machine learning practitioners to create state of
this is a list of machine learning winning solutions with XGBoost.
Please send pull requests if you find ones that are missing here.
- Benedikt Schifferer, Gilberto Titericz, Chris Deotte, Christof Henkel, Kazuki Onodera, Jiwei Liu, Bojan Tunguz, Even Oldridge, Gabriel De Souza Pereira Moreira and Ahmet Erdem, 1st place winner of [Twitter RecSys Challenge 2020](https://recsys-twitter.com/) conducted from June,20-August,20. [GPU Accelerated Feature Engineering and Training for Recommender Systems](https://medium.com/rapids-ai/winning-solution-of-recsys2020-challenge-gpu-accelerated-feature-engineering-and-training-for-cd67c5a87b1f)
- Eugene Khvedchenya,Jessica Fridrich, Jan Butora, Yassine Yousfi 1st place winner in [ALASKA2 Image Steganalysis](https://www.kaggle.com/c/alaska2-image-steganalysis/overview). Link to [discussion](https://www.kaggle.com/c/alaska2-image-steganalysis/discussion/168546)
- Dan Ofer, Seffi Cohen, Noa Dagan, Nurit, 1st place in WiDS Datathon 2020. Link to [discussion](https://www.kaggle.com/c/widsdatathon2020/discussion/133189)
- Chris Deotte, Konstantin Yakovlev 1st place in [IEEE-CIS Fraud Detection](https://www.kaggle.com/c/ieee-fraud-detection/overview). Link to [discussion](https://www.kaggle.com/c/ieee-fraud-detection/discussion/111308)
- Giba, Lucasz, 1st place winner in [Santander Value Prediction Challenge](https://www.kaggle.com/c/santander-value-prediction-challenge) organized on August,2018. Solution [discussion](https://www.kaggle.com/c/santander-value-prediction-challenge/discussion/65272) and [code](https://www.kaggle.com/titericz/winner-model-giba-single-xgb-lb0-5178/comments)
- Beluga, 2nd place and Evgeny Nekrasov, 3rd place winner in Statoil/C-CORE Iceberg Classifier Challenge'2018. Link to [discussion](https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/discussion/48294)
- Radek Osmulski, 1st place of the [iMaterialist Challenge (Fashion) at FGVC5](https://www.kaggle.com/c/imaterialist-challenge-fashion-2018/overview). Link to [the winning solution](https://www.kaggle.com/c/imaterialist-challenge-fashion-2018/discussion/57944).
- Maksims Volkovs, Guangwei Yu and Tomi Poutanen, 1st place of the [2017 ACM RecSys challenge](http://2017.recsyschallenge.com/). Link to [paper](http://www.cs.toronto.edu/~mvolkovs/recsys2017_challenge.pdf).
- Vlad Sandulescu, Mihai Chiru, 1st place of the [KDD Cup 2016 competition](https://kddcup2016.azurewebsites.net). Link to [the arxiv paper](http://arxiv.org/abs/1609.02728).
@ -92,6 +99,9 @@ Please send pull requests if you find ones that are missing here.
- Owen Zhang, 1st place of the [Avito Context Ad Clicks competition](https://www.kaggle.com/c/avito-context-ad-clicks). Link to [the Kaggle interview](http://blog.kaggle.com/2015/08/26/avito-winners-interview-1st-place-owen-zhang/).
- Keiichi Kuroyanagi, 2nd place of the [Airbnb New User Bookings](https://www.kaggle.com/c/airbnb-recruiting-new-user-bookings). Link to [the Kaggle interview](http://blog.kaggle.com/2016/03/17/airbnb-new-user-bookings-winners-interview-2nd-place-keiichi-kuroyanagi-keiku/).
- Marios Michailidis, Mathias Müller and Ning Situ, 1st place [Homesite Quote Conversion](https://www.kaggle.com/c/homesite-quote-conversion). Link to [the Kaggle interview](http://blog.kaggle.com/2016/04/08/homesite-quote-conversion-winners-write-up-1st-place-kazanova-faron-clobber/).
- Gilberto Titericz, Stanislav Semenov, 1st place in challenge to classify products into the correct category organized by Otto Group in 2015. Link to [challenge](https://www.kaggle.com/c/otto-group-product-classification-challenge). Link to [kaggle winning solution](https://www.kaggle.com/c/otto-group-product-classification-challenge/discussion/14335)
- Darius Barušauskas, 1st place winner in [Predicting Red Hat Business Value](https://www.kaggle.com/c/predicting-red-hat-business-value). Link to [interview](https://medium.com/kaggle-blog/red-hat-business-value-competition-1st-place-winners-interview-darius-baru%C5%A1auskas-646692a2841b). Link to [discussion](https://www.kaggle.com/c/predicting-red-hat-business-value/discussion/23786)
- David Austin, Weimin Wang, 1st place winner in [Iceberg-classifier-challenge](https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/leaderboard) Link to [discussion](https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/discussion/48241)
## Talks
- [XGBoost: A Scalable Tree Boosting System](http://datascience.la/xgboost-workshop-and-meetup-talk-with-tianqi-chen/) (video+slides) by Tianqi Chen at the Los Angeles Data Science meetup