数据科学/人工智能比赛解决方案汇总 2019.9

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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: lambda-xmu.club/2018/08/27/…

   Baseline 0.488: zhuanlan.zhihu.com/p/79940352

   Baseline 0.511: blog.csdn.net/weixin_4359…

2. 2019 CCF 离散制造过程当中典型工件的质量符合率预测

   EDA: lambda-xmu.club/2018/08/25/…

   Baseline 0.6777: github.com/destiny1996…

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

3. 2018 科大讯飞 AI 营销算法大赛

   Rank1: zhuanlan.zhihu.com/p/47807544

   Rank2: github.com/infturing/k…

   Rank21: github.com/Michaelhuaz…

4. 2018 IJCAI 阿里妈妈搜索广告转化预测

   Rank1: github.com/plantsgo/ij…

   Rank2:

   • github.com/YouChouNoBB…

   • blog.csdn.net/Bryan__/art…

   Rank3: github.com/luoda888/20…

   Rank8: github.com/fanfanda/ij…

   Rank8: github.com/Gene20/IJCA…

   Rank9（第一赛季）github.com/yuxiaowww/I…

   Rank29: github.com/bettenW/IJC…

   Rank41: github.com/cmlaughing/…

   Rank48: github.com/YunaQiu/IJC…

   Rank53: github.com/altmanWang/…

   Rank60: github.com/Chenyaorui/…

   Rank81: github.com/wzp123456/I…

   Rank94: github.com/Yangtze121/…

5. 2018 腾讯广告算法大赛

   Rank3: github.com/DiligentPan…

   rank6: github.com/nzc/tencent…

   Rank7: github.com/guoday/Tenc…

   Rank9: github.com/ouwenjie03/…

   Rank10: github.com/keyunluo/Te…

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

   Rank11:

   • github.com/liupengsay/…

   • my.oschina.net/xtzggbmkk/b…

   Rank26: github.com/zsyandjyhou…

   Rank33: github.com/John-Yao/Te…

   Rank69: github.com/BladeCoda/T…

6. 2017 腾讯广告算法大赛

   Rank14: github.com/freelzy/Ten…

   Rank20: github.com/shenweichen…

7. 2018 高校大数据挑战赛-快手活跃用户预测

   Rank1:

   • github.com/drop-out/RN…

   • zhuanlan.zhihu.com/p/42622063

   Rank4: github.com/chantcalf/2…

   Rank13 (初赛 a 榜 rank2 b 榜 rank5):

   • github.com/luoda888/20…

   • github.com/totoruo/Kua…

   Rank15: github.com/sunwantong/…

   Rank20: github.com/bigzhao/Kua…

   Rank28 (初赛 a 榜 rank1 b 榜 rank2):

   • github.com/YangKing083…

   • github.com/FNo0/2018-K…

   Rank35: github.com/chizhu/kuai…

8. 2018JDATA 用户购买时间预测

   Rank9: zhuanlan.zhihu.com/p/45141799

9. 2018 DF 风机叶片开裂预警

   Rank2: github.com/SY575/DF-Ea…

10. 2018 DF 光伏发电量预测

    Rank1:

    • zhuanlan.zhihu.com/p/44755488?…

    • mp.weixin.qq.com/s/Yix0xVp2S…

11. AI 全球挑战者大赛-违约用户风险预测

    Rank1: github.com/chenkkkk/Us…

12. 2016 融 360-用户贷款风险预测

    Rank7: github.com/hczheng/Ron…

13. 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: github.com/PPshrimpGo/…

    Rank2: github.com/PandasCute/…

    Rank4: github.com/jinchenyu/2…

    Rank6: github.com/ZengHaihong…

14. 2018 CCF-汽车行业用户观点主题及情感识别 ASC 挑战赛

    Rank1: github.com/yilirin/BDC…

    Rank7: github.com/nlpjoe/CCF-…

15. 2017 CCF-商场中精肯定位用户所在店铺

    Rank1: github.com/drop-out/Ti…

16. 2016 CCF-020 优惠券使用预测

    Rank1: github.com/wepe/O2O-Co…

17. 2016 ccf-农产品价格预测

    Rank2: github.com/xing89qs/CC…

    Rank35: github.com/wqlin/ccf-p…

18. 2016 ccf-客户用电异常

    Rank4: github.com/AbnerYang/2…

19. 2016 ccf-搜狗的用户画像比赛

    Rank1: github.com/hengchao024…

    Rank3: github.com/AbnerYang/2…

    Rank5:

    • github.com/dhdsjy/2016…

    • github.com/dhdsjy/2016…

    • github.com/prozhuchen/…

    • github.com/coderSkyChe…

20. 2016 ccf-联通的用户轨迹

    RankX: github.com/xuguanggen/…

21. 2016 ccf-Human or Robots

    Rank6: github.com/pickou/ccf_…

22. 菜鸟-需求预测与分仓规划

    Rank6: github.com/wepe/CaiNia…

    Rank10: github.com/xing89qs/Ti…

23. Kaggle 2018 Data Science Bow

    Rank1: www.kaggle.com/c/data-scie…

    Rank4:

    • www.kaggle.com/c/data-scie…

    • github.com/pdima/kaggl…

24. 2018 对抗挑战优胜经验分享

    • t.cn/RBMaq4y

    • t.cn/RBMlfBH

25. Galaxy Zoo challenge

    benanne.github.io/2014/04/05/…

26. Kaggle Home Credit 违约风险预测

    Rank1: t.cn/RFsoHgv

27. Kaggle 2017 Santa competition

    Rank54: github.com/bigzhao/MPI…

28. Kaggle 2017 Porto Seguro’s Safe Driver Prediction

    Rank131: bigzhao.github.io/2017/12/18/…

29. 第三届阿里云安全算法挑战赛

    Rank1: github.com/poteman/Ali…

30. 2018dc-新网银行杯

    Rank3: github.com/Smilexuhc/X…

    Rank4: github.com/TingNie/Cre…

31. 2018 AI Challenger 全球 AI 挑战赛 - 细粒度用户评论情感分析

    Rank1: github.com/chenghuige/…

    Rank16: github.com/xueyouluo/f…

    Rank17: github.com/BigHeartC/A…

32. 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: github.com/SunnyMarkLi…

    Rank?: github.com/zlxy9892/DC…

33. 2018 ATEC 蚂蚁金服 NLP 智能客服比赛

    Rank16: github.com/zle1992/ate…

34. 2018 ATEC 蚂蚁金服 NLP 蚂蚁金服金融大脑赛题

    Rank18: github.com/ziweipolari…

35. DataCastle-城市治理大数据应用创意方案赛

    Rank1: github.com/poteman/Dat…

36. Kaggle - Crowdflower Search Results Relevance

    Rank1: github.com/ChenglongCh…

37. 第三届融 360 天机智能金融算法挑战赛 - 特征挖掘

    Rank1: github.com/xSupervised…

38. 2017 摩拜杯算法挑战赛

    Rank3: github.com/Magic-Bubbl…

39. 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: github.com/sunwantong/…

40. 天池糖尿病血糖预测比赛 精准医疗

    Rank24: github.com/xingyuezhij…

41. 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: github.com/yinchangcha…

42. 2019 KaggleDays Paris offline competition（Kaggle 产品销售额预测比赛优胜方案）

    Rank1: github.com/mxbi/kaggle…

43. 2019 Kaggle Freesound Audio Tagging

    Rank1: github.com/qrfaction/1…

44. Kaggle iMaterialist (Fashion) 2019 at FGVC6

    Rank1: github.com/amirassov/k…

NLP

1. 2019 CCF 互联网新闻情感分析

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

   Baseline 0.803: github.com/guoday/CCF-…

2. 2019 CCF 互联网金融新实体发现

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

3. 2018 DC 达观-文本智能处理挑战

   Rank1: github.com/ShawnyXiao/…

   Rank2: github.com/CortexFound…

   Rank4: github.com/hecongqing/…

   Rank8: github.com/Rowchen/Tex…

   Rank10: github.com/moneyDboat/…

   Rank11: github.com/TianyuZhuuu…

   Rank18: github.com/nlpjoe/dagu…

   RankX: github.com/yanqiangmif…

4. 智能客服问题类似度算法设计——第三届魔镜杯大赛

   rank6 github.com/qrfaction/p…

   rank12

   • www.jianshu.com/p/827dd447d…

   • github.com/LittletreeZ…

   Rank16: github.com/guoday/PaiP…

   Rank29: github.com/wangjiaxin2…

5. 2018JD Dialog Challenge 任务导向型对话系统挑战赛

   Rank2: github.com/Dikea/Dialo…

   Rank3: github.com/zengbin93/j…

6. 2018CIKM AnalytiCup – 阿里小蜜机器人跨语言短文本匹配算法竞赛

   Rank2: github.com/zake7749/Cl…

   Rank12: github.com/Leputa/CIKM…

   Rank18: github.com/VincentChen…

7. 路透社新闻数据集“深度”探索性分析(词向量/情感分析)

   www.kaggle.com/hoonkeng/de…

8. “神策杯”2018 高校算法大师赛(关键词提取)

   Rank1: www.dcjingsai.com/common/bbs/…

   Rank2: github.com/bigzhao/Key…

   Rank5: github.com/Dikea/Shenc…

9. 知乎看山杯

   Rank1: github.com/chenyuntc/P…

   Rank2: github.com/Magic-Bubbl…

   Rank6: github.com/yongyehuang…

   Rank9: github.com/coderSkyChe…

   Rank21: github.com/zhaoyu87/zh…

10. 2018 CCL 客服领域用户意图分类评测

    Rank1: github.com/nlpjoe/2018…

11. 第二届搜狐内容识别大赛

    Rank1: github.com/zhanzecheng…

12. 科赛 - 百度 PaddlePaddle AI 大赛——智能问答

    Rank3: github.com/312shan/rc_…

13. 2018 kaggle quora insincere questions classification

    Rank1: www.kaggle.com/c/quora-ins…

    Rank13: mp.weixin.qq.com/s/DD-BOtPbG…

    Rank153: github.com/jetou/kaggl…

CV

1. 2019 CCF 视频版权检测

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

2. Kaggle-TGS

   Rank1: t.cn/EzkDlOC

   Rank4:

   • t.cn/EzuvemA

   • t.cn/EzuPvfp

   Rank9: t.cn/EznzvYv

   Rank11: github.com/iasawseen/K…

   Rank14: github.com/lRomul/argu…

   Rank15: github.com/adam9500370…

   Rank22: t.cn/EzYkR6i

   Rank56: github.com/Gary-Deeple…

3. Kaggle Google 地标检索

   Rank1: t.cn/R1i7Xiy

   Rank14: t.cn/R1nQriY

4. Lyft 感知挑战赛

   赛题: t.cn/RBtrJcE

   Rank4:

   • t.cn/RBtrMdw

   • t.cn/RBJnlug

5. Kaggle CVPR 2018 WAD 视频分割

   Rank2: t.cn/Ehp4Ggm

6. Kaggle Google AI Open Images

   Rank15: t.cn/RF1jnis

7. Quick, Draw! Kaggle Competition Starter Pack

   t.cn/EZAoZDM

8. Kaggle 植物幼苗图像分类挑战赛

   Rank1: t.cn/RBssjf6

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

   Rank8: github.com/SeuTao/Kagg…

   Rank21: github.com/pascal1129/…

10. kaggle RSNA Pneumonia Detection

    Rank1: github.com/i-pan/kaggl…

    Rank2: github.com/SeuTao/Kagg…

    Rank3: github.com/pmcheng/rsn…

    Rank6: github.com/pfnet-resea…

    Rank10: github.com/alessonscap…

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

    Rank1: www.kaggle.com/c/PLAsTiCC-…

    Rank2: www.kaggle.com/c/PLAsTiCC-…

    Rank3:

    • www.kaggle.com/c/PLAsTiCC-…

    • www.kaggle.com/c/PLAsTiCC-…

    • www.kaggle.com/c/PLAsTiCC-…

    Rank4: github.com/aerdem4/kag…

    Rank5: www.kaggle.com/c/PLAsTiCC-…

12. Kaggle Human Protein Atlas Image Classification Challenge（Kaggle 人类蛋白质图谱图像分类比赛）

    Rank3: github.com/pudae/kaggl…

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

    RankX: github.com/SpaceNetCha…

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

    Rank1: github.com/earhian/Hum…

    Rank7: medium.com/@ducha.aiki…

15. kaggle Carvana Image Masking Challenge

    Rank1:github.com/asanakoy/ka…

    Rank3:github.com/lyakaap/Kag…

16. kaggle Statoil/C-CORE Iceberg Classifier Challenge

    Rank4: github.com/asydorchuk/…

17. kaggle 2018 Data Science Bowl

    Rank1: github.com/selimsef/ds…

    Rank2: github.com/jacobkie/20…

    Rank3: github.com/Lopezurruti…

    Rank4: github.com/pdima/kaggl…

    Rank5: github.com/mirzaevinom…

其它资源列表

1. DataSciComp 数据比赛资讯

2. ApacheCN 的 kaggle 资料连接

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

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