數據科學/人工智能比賽解決方案彙總 2019.9

內容來自 apachecn/awesome-data-comp-solution，由 ApacheCN 團隊維護。

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結構化數據/時間序列

1. 2019 CCF 乘用車細分市場銷量預測

   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 離散製造過程當中典型工件的質量符合率預測

   EDA: lambda-xmu.club/2018/08/25/…

   Baseline 0.6777: github.com/destiny1996…

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

3. 2018 科大訊飛 AI 營銷算法大賽

   Rank1: zhuanlan.zhihu.com/p/47807544

   Rank2: github.com/infturing/k…

   Rank21: github.com/Michaelhuaz…

4. 2018 IJCAI 阿里媽媽搜索廣告轉化預測

   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（第一賽季）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 騰訊廣告算法大賽

   Rank3: github.com/DiligentPan…

   rank6: github.com/nzc/tencent…

   Rank7: github.com/guoday/Tenc…

   Rank9: github.com/ouwenjie03/…

   Rank10: github.com/keyunluo/Te…

   rank10（初賽）: 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 騰訊廣告算法大賽

   Rank14: github.com/freelzy/Ten…

   Rank20: github.com/shenweichen…

7. 2018 高校大數據挑戰賽-快手活躍用戶預測

   Rank1:

   • github.com/drop-out/RN…

   • zhuanlan.zhihu.com/p/42622063

   Rank4: github.com/chantcalf/2…

   Rank13 (初賽 a 榜 rank2 b 榜 rank5):

   • github.com/luoda888/20…

   • github.com/totoruo/Kua…

   Rank15: github.com/sunwantong/…

   Rank20: github.com/bigzhao/Kua…

   Rank28 (初賽 a 榜 rank1 b 榜 rank2):

   • github.com/YangKing083…

   • github.com/FNo0/2018-K…

   Rank35: github.com/chizhu/kuai…

8. 2018JDATA 用戶購買時間預測

   Rank9: zhuanlan.zhihu.com/p/45141799

9. 2018 DF 風機葉片開裂預警

   Rank2: github.com/SY575/DF-Ea…

10. 2018 DF 光伏發電量預測

    Rank1:

    • zhuanlan.zhihu.com/p/44755488?…

    • mp.weixin.qq.com/s/Yix0xVp2S…

11. AI 全球挑戰者大賽-違約用戶風險預測

    Rank1: github.com/chenkkkk/Us…

12. 2016 融 360-用戶貸款風險預測

    Rank7: github.com/hczheng/Ron…

13. 2018 CCF-面向電信行業存量用戶的智能套餐個性化匹配模型

    Rank1: github.com/PPshrimpGo/…

    Rank2: github.com/PandasCute/…

    Rank4: github.com/jinchenyu/2…

    Rank6: github.com/ZengHaihong…

14. 2018 CCF-汽車行業用戶觀點主題及情感識別 ASC 挑戰賽

    Rank1: github.com/yilirin/BDC…

    Rank7: github.com/nlpjoe/CCF-…

15. 2017 CCF-商場中精肯定位用戶所在店鋪

    Rank1: github.com/drop-out/Ti…

16. 2016 CCF-020 優惠券使用預測

    Rank1: github.com/wepe/O2O-Co…

17. 2016 ccf-農產品價格預測

    Rank2: github.com/xing89qs/CC…

    Rank35: github.com/wqlin/ccf-p…

18. 2016 ccf-客戶用電異常

    Rank4: github.com/AbnerYang/2…

19. 2016 ccf-搜狗的用戶畫像比賽

    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-聯通的用戶軌跡

    RankX: github.com/xuguanggen/…

21. 2016 ccf-Human or Robots

    Rank6: github.com/pickou/ccf_…

22. 菜鳥-需求預測與分倉規劃

    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 對抗挑戰優勝經驗分享

    • t.cn/RBMaq4y

    • t.cn/RBMlfBH

25. Galaxy Zoo challenge

    benanne.github.io/2014/04/05/…

26. Kaggle Home Credit 違約風險預測

    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. 第三屆阿里雲安全算法挑戰賽

    Rank1: github.com/poteman/Ali…

30. 2018dc-新網銀行杯

    Rank3: github.com/Smilexuhc/X…

    Rank4: github.com/TingNie/Cre…

31. 2018 AI Challenger 全球 AI 挑戰賽 - 細粒度用戶評論情感分析

    Rank1: github.com/chenghuige/…

    Rank16: github.com/xueyouluo/f…

    Rank17: github.com/BigHeartC/A…

32. 第二屆 「智慧中國杯」 數據科學大賽，首發皇包車（HI GUIDES）精品旅行服務成單預測競賽

    Rank4: github.com/SunnyMarkLi…

    Rank?: github.com/zlxy9892/DC…

33. 2018 ATEC 螞蟻金服 NLP 智能客服比賽

    Rank16: github.com/zle1992/ate…

34. 2018 ATEC 螞蟻金服 NLP 螞蟻金服金融大腦賽題

    Rank18: github.com/ziweipolari…

35. DataCastle-城市治理大數據應用創意方案賽

    Rank1: github.com/poteman/Dat…

36. Kaggle - Crowdflower Search Results Relevance

    Rank1: github.com/ChenglongCh…

37. 第三屆融 360 天機智能金融算法挑戰賽 - 特徵挖掘

    Rank1: github.com/xSupervised…

38. 2017 摩拜杯算法挑戰賽

    Rank3: github.com/Magic-Bubbl…

39. DataFountain - 招商銀行信用卡中心 消費金融場景下的用戶購買預測

    Rank1: github.com/sunwantong/…

40. 天池糖尿病血糖預測比賽 精準醫療

    Rank24: github.com/xingyuezhij…

41. 第一屆西安交通大學人工智能實踐大賽（2018AI 實踐大賽--圖片文字識別）

    Rank1: github.com/yinchangcha…

42. 2019 KaggleDays Paris offline competition（Kaggle 產品銷售額預測比賽優勝方案）

    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 互聯網新聞情感分析

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

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

2. 2019 CCF 互聯網金融新實體發現

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

3. 2018 DC 達觀-文本智能處理挑戰

   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. 智能客服問題類似度算法設計——第三屆魔鏡杯大賽

   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 任務導向型對話系統挑戰賽

   Rank2: github.com/Dikea/Dialo…

   Rank3: github.com/zengbin93/j…

6. 2018CIKM AnalytiCup – 阿里小蜜機器人跨語言短文本匹配算法競賽

   Rank2: github.com/zake7749/Cl…

   Rank12: github.com/Leputa/CIKM…

   Rank18: github.com/VincentChen…

7. 路透社新聞數據集「深度」探索性分析(詞向量/情感分析)

   www.kaggle.com/hoonkeng/de…

8. 「神策杯」2018 高校算法大師賽(關鍵詞提取)

   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 客服領域用戶意圖分類評測

    Rank1: github.com/nlpjoe/2018…

11. 第二屆搜狐內容識別大賽

    Rank1: github.com/zhanzecheng…

12. 科賽 - 百度 PaddlePaddle AI 大賽——智能問答

    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 視頻版權檢測

   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 地標檢索

   Rank1: t.cn/R1i7Xiy

   Rank14: t.cn/R1nQriY

4. Lyft 感知挑戰賽

   賽題: t.cn/RBtrJcE

   Rank4:

   • t.cn/RBtrMdw

   • t.cn/RBJnlug

5. Kaggle CVPR 2018 WAD 視頻分割

   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 植物幼苗圖像分類挑戰賽

   Rank1: t.cn/RBssjf6

9. Kaggle Airbus Ship Detection Challenge (Kaggle 衛星圖像船舶檢測比賽)

   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 天文分類比賽）

    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 人類蛋白質圖譜圖像分類比賽）

    Rank3: github.com/pudae/kaggl…

13. SpaceNet Challenge Round 4: Off-Nadir Buildings（SpaceNet 挑戰衛星圖片建築物識別）

    RankX: github.com/SpaceNetCha…

14. Kaggle Humpback Whale Identification Challenge（Kaggle 座頭鯨識別比賽）

    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…

其它資源列表

1. DataSciComp 數據比賽資訊

2. ApacheCN 的 kaggle 資料連接

3. Kaggle top 方案整理

4. Data competition Top Solution 數據競賽 Top 解決方案開源整理

5. 介紹 featexp 一個幫助理解特徵的工具包

6. Ask Me Anything session with a Kaggle Grandmaster Vladimir I. Iglovikov PDF

7. Owen Zhang 訪談: Kaggle 制勝的祕密

8. How to Compete for Zillow Prize at Kaggle

9. Profiling Top Kagglers: Martin Henze

10. Kaggle 數據科學詞彙表

11. Kaggle 比賽優勝方案彙總

12. Kaggle 比賽實戰教程(Pandas, Matplotlib, XGBoost/Colab)

13. llSourcell/kaggle_challenge

14. Kaggle 看照片猜相機比賽心得分享 PDF

15. Kaggle 在線分類廣告需求預測比賽優勝方案分享

16. Kaggle | Winner Interview

17. 2018 NIPS 視覺對抗挑戰總結

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. 金老師的知乎: 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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