数据科学/人工智能比赛解决方案汇总 2019.9

内容来自 apachecn/awesome-data-comp-solution,由 ApacheCN 团队维护。

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结构化数据/时间序列

  1. 2019 CCF 乘用车细分市场销量预测

    EDA: http://lambda-xmu.club/2018/0...

    Baseline 0.488: https://zhuanlan.zhihu.com/p/...

    Baseline 0.511: https://blog.csdn.net/weixin_...

  2. 2019 CCF 离散制造过程中典型工件的质量符合率预测

    EDA: http://lambda-xmu.club/2018/0...

    Baseline 0.6777: https://github.com/destiny199...

    Baseline 0.644: CCF2019-discrete-manufacturing/644baseline.py

  3. 2018 科大讯飞 AI 营销算法大赛

    Rank1: https://zhuanlan.zhihu.com/p/...

    Rank2: https://github.com/infturing/...

    Rank21: https://github.com/Michaelhua...

  4. 2018 IJCAI 阿里妈妈搜索广告转化预测

    Rank1: https://github.com/plantsgo/i...

    Rank2:

    • https://github.com/YouChouNoB...
    • https://blog.csdn.net/Bryan__...
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- 
  1. 2018 腾讯广告算法大赛

    Rank3: https://github.com/DiligentPa...

    rank6: https://github.com/nzc/tencen...

    Rank7: https://github.com/guoday/Ten...

    Rank9: https://github.com/ouwenjie03...

    Rank10: https://github.com/keyunluo/T...

    rank10(初赛): https://github.com/ShawnyXiao...

    Rank11:

    • https://github.com/liupengsay...
    • https://my.oschina.net/xtzggb...
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 
  1. 2017 腾讯广告算法大赛

    Rank14: https://github.com/freelzy/Te...

    Rank20: https://github.com/shenweiche...

  2. 2018 高校大数据挑战赛-快手活跃用户预测

    Rank1:

    • https://github.com/drop-out/R...
    • https://zhuanlan.zhihu.com/p/...
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

+   https://github.com/totoruo/KuaiShou2018-RANK13-RNN

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

Rank35: https://github.com/chizhu/kuaishou2018
  1. 2018JDATA 用户购买时间预测

    Rank9: https://zhuanlan.zhihu.com/p/...

  2. 2018 DF 风机叶片开裂预警

    Rank2: https://github.com/SY575/DF-E...

  3. 2018 DF 光伏发电量预测

    Rank1:

    • https://zhuanlan.zhihu.com/p/...
    • https://mp.weixin.qq.com/s/Yi...

  4. AI 全球挑战者大赛-违约用户风险预测

    Rank1: https://github.com/chenkkkk/U...

  5. 2016 融 360-用户贷款风险预测

    Rank7: https://github.com/hczheng/Ro...

  6. 2018 CCF-面向电信行业存量用户的智能套餐个性化匹配模型

    Rank1: https://github.com/PPshrimpGo...

    Rank2: https://github.com/PandasCute...

    Rank4: https://github.com/jinchenyu/...

    Rank6: https://github.com/ZengHaihon...

  7. 2018 CCF-汽车行业用户观点主题及情感识别 ASC 挑战赛

    Rank1: https://github.com/yilirin/BD...

    Rank7: https://github.com/nlpjoe/CCF...

  8. 2017 CCF-商场中精确定位用户所在店铺

    Rank1: https://github.com/drop-out/T...

  9. 2016 CCF-020 优惠券使用预测

    Rank1: https://github.com/wepe/O2O-C...

  10. 2016 ccf-农产品价格预测

    Rank2: https://github.com/xing89qs/C...

    Rank35: https://github.com/wqlin/ccf-...

  11. 2016 ccf-客户用电异常

    Rank4: https://github.com/AbnerYang/...

  12. 2016 ccf-搜狗的用户画像比赛

    Rank1: https://github.com/hengchao02...

    Rank3: https://github.com/AbnerYang/...

    Rank5:

    • https://github.com/dhdsjy/201...
    • https://github.com/dhdsjy/201...
    • https://github.com/prozhuchen...
    • https://github.com/coderSkyCh...

  13. 2016 ccf-联通的用户轨迹

    RankX: https://github.com/xuguanggen...

  14. 2016 ccf-Human or Robots

    Rank6: https://github.com/pickou/ccf...

  15. 菜鸟-需求预测与分仓规划

    Rank6: https://github.com/wepe/CaiNi...

    Rank10: https://github.com/xing89qs/T...

  16. Kaggle 2018 Data Science Bow

    Rank1: https://www.kaggle.com/c/data...

    Rank4:

    • https://www.kaggle.com/c/data...
    • https://github.com/pdima/kagg...
  17. 2018 对抗挑战优胜经验分享

    • http://t.cn/RBMaq4y
    • http://t.cn/RBMlfBH
  18. Galaxy Zoo challenge

    http://benanne.github.io/2014...

  19. Kaggle Home Credit 违约风险预测

    Rank1: http://t.cn/RFsoHgv

  20. Kaggle 2017 Santa competition

    Rank54: https://github.com/bigzhao/MP...

  21. Kaggle 2017 Porto Seguro’s Safe Driver Prediction

    Rank131: https://bigzhao.github.io/201...

  22. 第三届阿里云安全算法挑战赛

    Rank1: https://github.com/poteman/Al...

  23. 2018dc-新网银行杯

    Rank3: https://github.com/Smilexuhc/...

    Rank4: https://github.com/TingNie/Cr...

  24. 2018 AI Challenger 全球 AI 挑战赛 - 细粒度用户评论情感分析

    Rank1: https://github.com/chenghuige...

    Rank16: https://github.com/xueyouluo/...

    Rank17: https://github.com/BigHeartC/...

  25. 第二届 “智慧中国杯” 数据科学大赛,首发皇包车(HI GUIDES)精品旅行服务成单预测竞赛

    Rank4: https://github.com/SunnyMarkL...

    Rank?: https://github.com/zlxy9892/D...

  26. 2018 ATEC 蚂蚁金服 NLP 智能客服比赛

    Rank16: https://github.com/zle1992/atec

  27. 2018 ATEC 蚂蚁金服 NLP 蚂蚁金服金融大脑赛题

    Rank18: https://github.com/ziweipolar...

  28. DataCastle-城市治理大数据应用创意方案赛

    Rank1: https://github.com/poteman/Da...

  29. Kaggle - Crowdflower Search Results Relevance

    Rank1: https://github.com/ChenglongC...

  30. 第三届融 360 天机智能金融算法挑战赛 - 特征挖掘

    Rank1: https://github.com/xSupervise...

  31. 2017 摩拜杯算法挑战赛

    Rank3: https://github.com/Magic-Bubb...

  32. DataFountain - 招商银行信用卡中心 消费金融场景下的用户购买预测

    Rank1: https://github.com/sunwantong...

  33. 天池糖尿病血糖预测比赛 精准医疗

    Rank24: https://github.com/xingyuezhi...

  34. 第一届西安交通大学人工智能实践大赛(2018AI 实践大赛--图片文字识别)

    Rank1: https://github.com/yinchangch...

  35. 2019 KaggleDays Paris offline competition(Kaggle 产品销售额预测比赛优胜方案)

    Rank1: https://github.com/mxbi/kaggl...

  36. 2019 Kaggle Freesound Audio Tagging

    Rank1: https://github.com/qrfaction/...

  37. Kaggle iMaterialist (Fashion) 2019 at FGVC6

    Rank1: https://github.com/amirassov/...

NLP

  1. 2019 CCF 互联网新闻情感分析

    Baseline 0.801: https://github.com/finlay-liu...

    Baseline 0.803: https://github.com/guoday/CCF...

  2. 2019 CCF 互联网金融新实体发现

    Baseline 0.2049: https://github.com/finlay-liu...

  3. 2018 DC 达观-文本智能处理挑战

    Rank1: https://github.com/ShawnyXiao...

    Rank2: https://github.com/CortexFoun...

    Rank4: https://github.com/hecongqing...

    Rank8: https://github.com/Rowchen/Te...

    Rank10: https://github.com/moneyDboat...

    Rank11: https://github.com/TianyuZhuu...

    Rank18: https://github.com/nlpjoe/dag...

    RankX: https://github.com/yanqiangmi...

  4. 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/...

    rank12

    • https://www.jianshu.com/p/827...
    • https://github.com/Littletree...
Rank16: https://github.com/guoday/PaiPaiDai2018_rank16

Rank29: https://github.com/wangjiaxin24/daguan_NLP
  1. 2018JD Dialog Challenge 任务导向型对话系统挑战赛

    Rank2: https://github.com/Dikea/Dial...

    Rank3: https://github.com/zengbin93/...

  2. 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/C...

    Rank12: https://github.com/Leputa/CIK...

    Rank18: https://github.com/VincentChe...

  3. 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/hoonke...

  4. “神策杯”2018 高校算法大师赛(关键词提取)

    Rank1: http://www.dcjingsai.com/comm...

    Rank2: https://github.com/bigzhao/Ke...

    Rank5: https://github.com/Dikea/Shen...

  5. 知乎看山杯

    Rank1: https://github.com/chenyuntc/...

    Rank2: https://github.com/Magic-Bubb...

    Rank6: https://github.com/yongyehuan...

    Rank9: https://github.com/coderSkyCh...

    Rank21: https://github.com/zhaoyu87/z...

  6. 2018 CCL 客服领域用户意图分类评测

    Rank1: https://github.com/nlpjoe/201...

  7. 第二届搜狐内容识别大赛

    Rank1: https://github.com/zhanzechen...

  8. 科赛 - 百度 PaddlePaddle AI 大赛——智能问答

    Rank3: https://github.com/312shan/rc_tf

  9. 2018 kaggle quora insincere questions classification

    Rank1: https://www.kaggle.com/c/quor...

    Rank13: https://mp.weixin.qq.com/s/DD...

    Rank153: https://github.com/jetou/kagg...

CV

  1. 2019 CCF 视频版权检测

    Baseline 0.0001: https://github.com/finlay-liu...

  2. Kaggle-TGS

    Rank1: http://t.cn/EzkDlOC

    Rank4:

    • http://t.cn/EzuvemA
    • http://t.cn/EzuPvfp
Rank9: http://t.cn/EznzvYv  

Rank11: https://github.com/iasawseen/Kaggle-TGS-salt-solution

Rank14: https://github.com/lRomul/argus-tgs-salt

Rank15: https://github.com/adam9500370/Kaggle-TGS

Rank22: http://t.cn/EzYkR6i  

Rank56: https://github.com/Gary-Deeplearning/TGS-Salt
  1. Kaggle Google 地标检索

    Rank1: http://t.cn/R1i7Xiy

    Rank14: http://t.cn/R1nQriY

  2. Lyft 感知挑战赛

    赛题: http://t.cn/RBtrJcE

    Rank4:

    • http://t.cn/RBtrMdw
    • http://t.cn/RBJnlug
  3. Kaggle CVPR 2018 WAD 视频分割

    Rank2: http://t.cn/Ehp4Ggm

  4. Kaggle Google AI Open Images

    Rank15: http://t.cn/RF1jnis

  5. Quick, Draw! Kaggle Competition Starter Pack

    http://t.cn/EZAoZDM

  6. Kaggle 植物幼苗图像分类挑战赛

    Rank1: http://t.cn/RBssjf6

  7. Kaggle Airbus Ship Detection Challenge (Kaggle 卫星图像船舶检测比赛)

    Rank8: https://github.com/SeuTao/Kag...

    Rank21: https://github.com/pascal1129...

  8. kaggle RSNA Pneumonia Detection

    Rank1: https://github.com/i-pan/kagg...

    Rank2: https://github.com/SeuTao/Kag...

    Rank3: https://github.com/pmcheng/rs...

    Rank6: https://github.com/pfnet-rese...

    Rank10: https://github.com/alessonsca...

  9. Kaggle PLAsTiCC Astronomical Classification Competition(PLAsTiCC 天文分类比赛)

    Rank1: https://www.kaggle.com/c/PLAs...

    Rank2: https://www.kaggle.com/c/PLAs...

    Rank3:

    • https://www.kaggle.com/c/PLAs...
    • https://www.kaggle.com/c/PLAs...
    • https://www.kaggle.com/c/PLAs...
Rank4: https://github.com/aerdem4/kaggle-plasticc

Rank5: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75040
  1. Kaggle Human Protein Atlas Image Classification Challenge(Kaggle 人类蛋白质图谱图像分类比赛)

    Rank3: https://github.com/pudae/kagg...

  2. SpaceNet Challenge Round 4: Off-Nadir Buildings(SpaceNet 挑战卫星图片建筑物识别)

    RankX: https://github.com/SpaceNetCh...

  3. Kaggle Humpback Whale Identification Challenge(Kaggle 座头鲸识别比赛)

    Rank1: https://github.com/earhian/Hu...

    Rank7: https://medium.com/@ducha.aik...

  4. kaggle Carvana Image Masking Challenge

    Rank1:https://github.com/asanakoy/k...

    Rank3:https://github.com/lyakaap/Ka...

  5. kaggle Statoil/C-CORE Iceberg Classifier Challenge

    Rank4: https://github.com/asydorchuk...

  6. kaggle 2018 Data Science Bowl

    Rank1: https://github.com/selimsef/d...

    Rank2: https://github.com/jacobkie/2...

    Rank3: https://github.com/Lopezurrut...

    Rank4: https://github.com/pdima/kagg...

    Rank5: https://github.com/mirzaevino...

其它资源列表

  1. DataSciComp 数据比赛资讯
  2. ApacheCN 的 kaggle 资料链接
  3. Kaggle top 方案整理
  4. Data competition Top Solution 数据竞赛 Top 解决方案开源整理
  5. 介绍 featexp 一个帮助理解特征的工具包
  6. Ask Me Anything session with a Kaggle Grandmaster Vladimir I. Iglovikov PDF
  7. Owen Zhang 访谈: Kaggle 制胜的秘密
  8. How to Compete for Zillow Prize at Kaggle
  9. Profiling Top Kagglers: Martin Henze
  10. Kaggle 数据科学词汇表
  11. Kaggle 比赛优胜方案汇总
  12. Kaggle 比赛实战教程(Pandas, Matplotlib, XGBoost/Colab)
  13. llSourcell/kaggle_challenge
  14. Kaggle 看照片猜相机比赛心得分享 PDF
  15. Kaggle 在线分类广告需求预测比赛优胜方案分享
  16. Kaggle | Winner Interview
  17. 2018 NIPS 视觉对抗挑战总结

大佬的 Git

  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/jl...
  6. 渣大: https://github.com/nzc
  7. 郭大: https://github.com/guoday
  8. Cortex Lab: https://github.com/CortexFoun...

贡献者

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  • SlideLucask
  • 知识星球: Kaggle 数据竞赛免费版

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