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比赛开源汇总

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AICompTop

Data competition Top Solution 数据竞赛Top解决方案开源整理

一、数据竞赛：

  1. 2018科大讯飞AI营销算法大赛
    Rank1：https://zhuanlan.zhihu.com/p/47807544
    Rank2: 科大讯飞转化率预估

  2. 2018 IJCAI 阿里妈妈搜索广告转化预测
    Rank1：https://github.com/plantsgo/ijcai-2018
    Rank2：https://github.com/YouChouNoBB/ijcai-18-top2-single-mole-solution
    https://blog.csdnnet/Bryan__/article/details/80600189
    Rank3: https://github.com/luoda888/2018-IJCAI-top3
    Rank8: https://github.com/fanfanda/ijcai_2018
    Rank8: https://github.com/Gene20/IJCAI-18
    Rank9（第一赛季）https://github.com/yuxiaowww/IJCAI-18-TIANCHI
    Rank29: https://github.com/bettenW/IJCAI18_Tianchi_Rank29
    Rank41: https://github.com/cmlaughing/IJCAI-18
    Rank48: https://github.com/YunaQiu/IJCAI-18alimama
    Rank53: https://github.com/altmanWang/IJCAI-18-CVR
    Rank60: https://github.com/Chenyaorui/ijcai_2018
    Rank81: https://github.com/wzp123456/IJCAI_18
    Rank94: https://github.com/Yangtze121/-IJCAI-18-

  3. 2018腾讯广告算法大赛
    Rank3: https://github.com/DiligentPanda/Tencent_Ads_Algo_2018
    rank6: https://github.com/nzc/tencent-contest
    Rank7: https://github.com/guoday/Tencent2018_Lookalike_Rank7th
    Rank9: https://github.com/ouwenjie03/tencent-ad-game
    Rank10: https://github.com/keyunluo/Tencent2018_Lookalike_Rank10th
    rank10（初赛）: https://github.com/ShawnyXiao/2018-Tencent-Lookalike
    Rank11: https://github.com/liupengsay/2018-Tencent-social-advertising-algorithm-contest
    https://my.oschina.net/xtzggbmkk/blog/1865680
    Rank26: https://github.com/zsyandjyhouse/TencentAD_contest
    Rank33: https://github.com/John-Yao/Tencent_Social_Ads2018
    Rank69: https://github.com/BladeCoda/Tencent2018_Final_Phrase_Presto

  4. 2018高校大数据挑战赛-快手活跃用户预测
    Rank1： https://github.com/drop-out/RNN-Active-User-Forecast
    https://zhuanlan.zhihu.com/p/42622063
    Rank4: https://github.com/chantcalf/2018-Rank4-
    Rank13(初赛 a榜rank2 b榜rank5): https://github.com/luoda888/2018-KUAISHOU-TSINGHUA-Top13-Solutions
    Rank15: https://github.com/sunwantong/Kuaishou-Active-User
    Rank20: https://github.com/bigzhao/Kuaishou_2018_rank20th
    Rank28(初赛 a榜rank1 b榜rank2)：https://github.com/YangKing0834131/2018-KUAISHOU-TSINGHUA-Top28-Solutions-
    https://github.com/FNo0/2018-KUAISHOU-Top28

  5. 2018JDATA 用户购买时间预测
    Rank9：https://zhuanlan.zhihu.com/p/45141799

  6. 2018 DF风机叶片开裂预警
    Rank2：https://github.com/SY575/DF-Early-warning-of-the-wind-power-system

  7. 2018 DF光伏发电量预测
    Rank1：https://zhuanlan.zhihu.com/p/44755488?utm_source=qq&utm_medium=social&utm_oi=623925402599559168
    https://mp.weixin.qq.com/s/Yix0xVp2SiqaAcuS6Q049g

  8. AI全球挑战者大赛-违约用户风险预测
    Rank1：https://github.com/chenkkkk/User-loan-risk-prediction

  9. 2016融360-用户贷款风险预测
    Rank7：https://github.com/hczheng/Rong360

  10. 2016 CCF-020优惠券使用预测
    Rank1: https://github.com/wepe/O2O-Coupon-Usage-Forecast

  11. 2016 ccf-农产品价格预测
    Rank2: https://github.com/xing89qs/CCF_Product
    Rank35: https://github.com/wqlin/ccf-price-prediction

  12. 2016 ccf-客户用电异常
    Rank4: https://github.com/AbnerYang/2016CCF-StateGrid

  13. 2016 ccf-搜狗的用户画像比赛
    Rank1: https://github.com/hengchao0248/ccf2016_sougou
    Rank3: https://github.com/AbnerYang/2016CCF-SouGou
    Rank5: https://github.com/dhdsjy/2016_CCFsougou
    https://github.com/dhdsjy/2016_CCFsougou2
    https://github.com/prozhuchen/2016CCF-sougou
    https://github.com/coderSkyChen/2016CCF_BDCI_Sougou

  14. 2016 ccf-联通的用户轨迹
    RankX: https://github.com/xuguanggen/2016CCF-unicom

  15. 2016 ccf-Human or Robots
    Rank6: https://github.com/pickou/ccf_human_or_robot

  16. 菜鸟-需求预测与分仓规划
    Rank6: https://github.com/wepe/CaiNiao-DemandForecast-StoragePlaning
    Rank10: https://github.com/xing89qs/TianChi_CaiNiao_Season2

  17. (Kaggle)2018 Data Science Bow
    Rank1: https://www.kaggle.com/c/data-science-bowl-2018/discussion/54741
    Rank4: https://www.kaggle.com/c/data-science-bowl-2018/discussion/55118

  18. 2018对抗挑战优胜经验分享
    by snakers41: http://t.cn/RBMaq4y
    GitHub:http://t.cn/RBMlfBH

  19. Galaxy Zoo challenge
    http://benanne.github.io/2014/04/05/galaxy-zoo.html

  20. Kaggle Home Credit违约风险预测
    Rank1: http://t.cn/RFsoHgv

  21. 第三届阿里云安全算法挑战赛
    Rank1: https://github.com/poteman/Alibaba-3rd-Security-Algorithm-Challenge

22.易观性别年龄预测：

  1. ACM RecSys Challenge 2018

二、NLP（自然语言处理）：

  1. 2018 DC达观-文本智能处理挑战
    Rank1: https://github.com/ShawnyXiao/2018-DC-DataGrand-TextIntelProcess
    Rank4: https://github.com/hecongqing/2018-daguan-competition
    Rank8：https://github.com/Rowchen/Text-classifier
    Rank10: https://github.com/moneyDboat/data_grand
    Rank11：https://github.com/TianyuZhuuu/DaGuan_TextClassification_Rank11
    Rank18: https://github.com/nlpjoe/daguan-classify-2018
    Rank29：https://github.com/wangjiaxin24/daguan_NLP
    RankX: https://github.com/yanqiangmiffy/daguan

  2. 智能客服问题相似度算法设计——第三届魔镜杯大赛
    rank6 https://github.com/qrfaction/paipaidai
    rank12 https://www.jianshu.com/p/827dd447daf9 https://github.com/LittletreeZou/Question-Pairs-Matching Rank16：https://github.com/guoday/PaiPaiDai2018_rank16
    Rank29: https://github.com/wangjiaxin24/daguan_NLP

  3. 2018JD Dialog Challenge 任务导向型对话系统挑战赛
    Rank3: https://github.com/zengbin93/jddc_solution_4th

  4. 2018CIKM AnalytiCup – 阿里小蜜机器人跨语言短文本匹配算法竞赛
    Rank2: https://github.com/zake7749/Closer
    Rank12：https://github.com/Leputa/CIKM-AnalytiCup-2018
    Rank18: https://github.com/VincentChen525/Tianchi/tree/master/CIKM%20AnalytiCup%202018

  5. 路透社新闻数据集“深度”探索性分析(词向量/情感分析)
    https://www.kaggle.com/hoonkeng/deep-eda-word-embeddings-sentiment-analysis/notebook

  6. Aichallenger细粒度用户评论情感分析
    Rank17：https://github.com/BigHeartC/Al_challenger_2018_sentiment_analysis

  7. Kaggle Toxic Comment Classification Challenge
    1st : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52557
    2nd : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52612
    3rd (single model): https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52644
    3rd : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52762
    5th : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52630
    12th : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52702
    15th : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52563
    25th : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52647
    27th : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52719
    33rd : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52666
    34th : https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/discussion/52645

  8. 百度机器阅读理解竞赛-2018
    3rd https://github.com/312shan/rc_tf
    6th https://github.com/lxwuguang/G-Reader
    11st https://github.com/SeanLee97/QANet_dureader
    24th https://github.com/jingyihiter/myDuReader
    28th https://github.com/shiningliang/MRC2018

  9. kaggle-Quora Insincere Questions Classification 1st place solution
    1st place solution (public LB)
    3rd place kernel
    7th place solution - bucketing
    10th place solution - Meta embedding, EMA, Ensemble
    13th place solution-kernel
    15th Solution - focus on models
    18th place solution from 300-th at Public LB
    20th solution - 2 models, various embeds, mixed loss
    27th kernel

三、大佬的Github：

  1. 植物 ：https://github.com/plantsgo
  2. wepon ：https://github.com/wepe
  3. Snake：https://github.com/luoda888
  4. Drop-out：https://github.com/drop-out
  5. 金老师的知乎：https://zhuanlan.zhihu.com/jlbookworm
  6. 渣大：https://github.com/nzc
  7. 郭大：https://github.com/guoday

四、资源整理：

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比赛开源汇总