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。

歡迎任何人蔘與和完善：一個人可以走的很快，但是一羣人卻可以走的更遠

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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: 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 離散製造過程中典型工件的質量符合率預測

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

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

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

3. 2018 科大訊飛 AI 營銷算法大賽

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

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

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

4. 2018 IJCAI 阿里媽媽搜索廣告轉化預測

   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（第一賽季）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 騰訊廣告算法大賽

   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（初賽）: 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 騰訊廣告算法大賽

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

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

2. 2018 高校大數據挑戰賽-快手活躍用戶預測

   Rank1:

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

Rank4: https://github.com/chantcalf/2018-Rank4-

Rank13 (初賽 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 (初賽 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 用戶購買時間預測

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

2. 2018 DF 風機葉片開裂預警

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

3. 2018 DF 光伏發電量預測

   Rank1:

   • https://zhuanlan.zhihu.com/p/...

   • https://mp.weixin.qq.com/s/Yi...

4. AI 全球挑戰者大賽-違約用戶風險預測

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

5. 2016 融 360-用戶貸款風險預測

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

6. 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: https://github.com/PPshrimpGo...

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

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

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

7. 2018 CCF-汽車行業用戶觀點主題及情感識別 ASC 挑戰賽

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

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

8. 2017 CCF-商場中精確定位用戶所在店鋪

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

9. 2016 CCF-020 優惠券使用預測

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

10. 2016 ccf-農產品價格預測

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

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

11. 2016 ccf-客戶用電異常

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

12. 2016 ccf-搜狗的用戶畫像比賽

    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-聯通的用戶軌跡

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

14. 2016 ccf-Human or Robots

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

15. 菜鳥-需求預測與分倉規劃

    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 對抗挑戰優勝經驗分享

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

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

19. Kaggle Home Credit 違約風險預測

    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. 第三屆阿里雲安全算法挑戰賽

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

23. 2018dc-新網銀行杯

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

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

24. 2018 AI Challenger 全球 AI 挑戰賽 - 細粒度用戶評論情感分析

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

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

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

25. 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: https://github.com/SunnyMarkL...

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

26. 2018 ATEC 螞蟻金服 NLP 智能客服比賽

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

27. 2018 ATEC 螞蟻金服 NLP 螞蟻金服金融大腦賽題

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

28. DataCastle-城市治理大數據應用創意方案賽

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

29. Kaggle - Crowdflower Search Results Relevance

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

30. 第三屆融 360 天機智能金融算法挑戰賽 - 特徵挖掘

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

31. 2017 摩拜杯算法挑戰賽

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

32. 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: https://github.com/sunwantong...

33. 天池糖尿病血糖預測比賽 精準醫療

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

34. 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: https://github.com/yinchangch...

35. 2019 KaggleDays Paris offline competition（Kaggle 產品銷售額預測比賽優勝方案）

    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 互聯網新聞情感分析

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

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

2. 2019 CCF 互聯網金融新實體發現

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

3. 2018 DC 達觀-文本智能處理挑戰

   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. 智能客服問題相似度算法設計——第三屆魔鏡杯大賽

   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 任務導向型對話系統挑戰賽

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

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

2. 2018CIKM AnalytiCup – 阿里小蜜機器人跨語言短文本匹配算法競賽

   Rank2: https://github.com/zake7749/C...

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

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

3. 路透社新聞數據集“深度”探索性分析(詞向量/情感分析)

   https://www.kaggle.com/hoonke...

4. “神策杯”2018 高校算法大師賽(關鍵詞提取)

   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 客服領域用戶意圖分類評測

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

7. 第二屆搜狐內容識別大賽

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

8. 科賽 - 百度 PaddlePaddle AI 大賽——智能問答

   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 視頻版權檢測

   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 地標檢索

   Rank1: http://t.cn/R1i7Xiy

   Rank14: http://t.cn/R1nQriY

2. Lyft 感知挑戰賽

   賽題: http://t.cn/RBtrJcE

   Rank4:

   • http://t.cn/RBtrMdw
   • http://t.cn/RBJnlug
3. Kaggle CVPR 2018 WAD 視頻分割

   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 植物幼苗圖像分類挑戰賽

   Rank1: http://t.cn/RBssjf6

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

   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 天文分類比賽）

   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 人類蛋白質圖譜圖像分類比賽）

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

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

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

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

   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...

其它資源列表

1. DataSciComp 數據比賽資訊
2. ApacheCN 的 kaggle 資料鏈接
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: 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. 金老師的知乎: 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...

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