Data Science / Artificial Intelligence race Solutions Summary 2019.9

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Content from apachecn / Awesome-the Data-CoMP-Solution , maintained by ApacheCN team.

Anyone is welcome to participate and improve: a person can go fast, but a group of people they can go further

Structured data / time series

  1. 2019 CCF passenger car segment sales forecast

    EDA: http://lambda-xmu.club/2018/08/27/2019CCF-Car-Sales-EDA/

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

    Baseline 0.511: https://blog.csdn.net/weixin_43593330/article/details/100175414

  2. 2019 CCF typical mass of discrete workpieces of the manufacturing process consistent rate prediction

    EDA: http://lambda-xmu.club/2018/08/25/2019CCF-Work-Piece-EDA/

    Baseline 0.6777: https://github.com/destiny19960207/CCF_BDCI2019_discrete-manufacturing

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

  3. 2018 IFLYTEK AI algorithms marketing contest

    Rank1: https://zhuanlan.zhihu.com/p/47807544

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

    Rank21: https://github.com/Michaelhuazhang/-AI21-

  4. 2018 IJCAI Ali mother converted to predict search advertising

    Rank1: https://github.com/plantsgo/ijcai-2018

    Rank2:

    • https://github.com/YouChouNoBB/ijcai-18-top2-single-mole-solution

    • https://blog.csdn.net/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 (first season) 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-

  5. Tencent advertising algorithm contest 2018

    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 (preliminary round): 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

  6. Tencent advertising algorithm contest 2017

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

    Rank20: https://github.com/shenweichen/Tencent_Social_Ads2017_Mobile_App_pCVR

  7. 2018 Big Data University challenge - deft active users forecast

    Rank1:

    • https://github.com/drop-out/RNN-Active-User-Forecast

    • https://zhuanlan.zhihu.com/p/42622063

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

    Rank13 (a preliminary list rank2 b list 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 (a preliminary list rank1 b list rank2):

    • https://github.com/YangKing0834131/2018-KUAISHOU-TSINGHUA-Top28-Solutions-

    • https://github.com/FNo0/2018-KUAISHOU-Top28

    Rank35: https://github.com/chizhu/kuaishou2018

  8. 2018JDATA users to buy time prediction

    Rank9: https://zhuanlan.zhihu.com/p/45141799

  9. 2018 DF fan blades cracking warning

    Rank2: https://github.com/SY575/DF-Early-warning-of-the-wind-power-system

  10. 2018 DF photovoltaic power generation forecast

    Rank1:

    • https://zhuanlan.zhihu.com/p/44755488?utm_source=qq&utm_medium=social&utm_oi=623925402599559168

    • https://mp.weixin.qq.com/s/Yix0xVp2SiqaAcuS6Q049g

  11. AI challengers global competition - user default risk prediction

    Rank1: https://github.com/chenkkkk/User-loan-risk-prediction

  12. 2016 financial 360- user credit risk prediction

    Rank7: https://github.com/hczheng/Rong360

  13. 2018 CCF- for the telecommunications industry, the stock of the user's smart package of personalized matching model

    Rank1: https://github.com/PPshrimpGo/BDCI2018-ChinauUicom-1st-solution

    Rank2: https://github.com/PandasCute/2018-CCF-BDCI-China-Unicom-Research-Institute-top2

    Rank4: https://github.com/jinchenyu/2018_CCF_BDCI_ChinaUicom_rank4_solution

    Rank6: https://github.com/ZengHaihong/2018_CCF_BDCI_ChinaUnicom_Package_Match_Rank6

  14. 2018 CCF- user views the automotive industry themes and emotion recognition ASC Challenge

    Rank1: https://github.com/yilirin/BDCI_Car_2018

    Rank7: https://github.com/nlpjoe/CCF-BDCI-Automotive-Field-ASC-2018

  15. 2017 CCF- mall pinpoint where users shop

    Rank1: https://github.com/drop-out/Tianchi-Wifi-Positioning

  16. 2016 CCF-020 coupon usage prediction

    Rank1: https://github.com/wepe/O2O-Coupon-Usage-Forecast

  17. Price Forecast 2016 ccf- agricultural products

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

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

  18. 2016 ccf- customer electricity abnormal

    Rank4: https://github.com/AbnerYang/2016CCF-StateGrid

  19. 2016 ccf- Sogou user portrait competition

    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

  20. 2016 ccf- Unicom users track

    RankX: https://github.com/xuguanggen/2016CCF-unicom

  21. 2016 ccf-Human or Robots

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

  22. Rookie - demand forecasting and planning sub-warehouse

    Rank6: https://github.com/wepe/CaiNiao-DemandForecast-StoragePlaning

    Rank10: https://github.com/xing89qs/TianChi_CaiNiao_Season2

  23. 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

    • https://github.com/pdima/kaggle_2018_data_science_bowl_solution

  24. 2018 on the challenge of winning experience sharing

    • http://t.cn/RBMaq4y

    • http://t.cn/RBMlfBH

  25. Galaxy Zoo challenge

    http://benanne.github.io/2014/04/05/galaxy-zoo.html

  26. Kaggle Home Credit default risk prediction

    Rank1: http://t.cn/RFsoHgv

  27. Kaggle 2017 Santa competition

    Rank54: https://github.com/bigzhao/MPI-Hungarian-method

  28. Kaggle 2017 Porto Seguro’s Safe Driver Prediction

    Rank131: https://bigzhao.github.io/2017/12/18/kaggle-silver/

  29. Third Ali cloud security algorithms Challenge

    Rank1: https://github.com/poteman/Alibaba-3rd-Security-Algorithm-Challenge

  30. 2018dc- new network Bank Cup

    Rank3: https://github.com/Smilexuhc/Xingwangbankcup-top3

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

  31. AI 2018 AI Challenger Global Challenge - fine-grained user reviews sentiment analysis

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

    Rank16: https://github.com/xueyouluo/fsauor2018

    Rank17: https://github.com/BigHeartC/Al_challenger_2018_sentiment_analysis

  32. The second session of the "wisdom of China Cup" data science contest, starting the imperial charter (HI GUIDES) boutique travel services into a single prediction contest

    Rank4: https://github.com/SunnyMarkLiu/Datacastle_Travel_Services_Predict

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

  33. 2018 ATEC ants gold dress NLP intelligent customer service game

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

  34. 2018 ATEC ant ants gold dress gold dress NLP financial brain tournament title

    Rank18: https://github.com/ziweipolaris/atec2018-nlp

  35. DataCastle- large urban governance data applications and creative solutions tournament

    Rank1: https://github.com/poteman/DataCastle-Urban-governance-competition

  36. Kaggle - Crowdflower Search Results Relevance

    Rank1: https://github.com/ChenglongChen/Kaggle_CrowdFlower

  37. Third Financial 360 secret intelligence algorithm financial Challenge - mining feature

    Rank1: https://github.com/xSupervisedLearning/Rong360_feature_mining_1st_solution

  38. 2017 Mount worship algorithm Challenge Cup

    Rank3: https://github.com/Magic-Bubble/Mobike

  39. DataFountain - China Merchants Bank Credit Card Center at consumer users of financial scenarios predict purchase

    Rank1: https://github.com/sunwantong/China-Merchants-Bank-credit-card-Cente-User-purchase-forecast

  40. Tianchi diabetes blood sugar accurate prediction game Medical

    Rank24: https://github.com/xingyuezhiji/Diabetes

  41. The first practice session of Xi'an Jiaotong University, AI Competition (2018AI Practices Contest - Picture character recognition)

    Rank1: https://github.com/yinchangchang/ocr_densenet

  42. 2019 KaggleDays Paris offline competition (Kaggle product sales forecasting game winning program)

    Rank1: https://github.com/mxbi/kaggledays-paris

  43. 2019 Kaggle Freesound Audio Tagging

    Rank1: https://github.com/qrfaction/1st-Freesound-Audio-Tagging-2019

  44. Kaggle iMaterialist (Fashion) 2019 at FGVC6

    Rank1: https://github.com/amirassov/kaggle-imaterialist

NLP

  1. 2019 CCF Internet news sentiment analysis

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

    Baseline 0.803: https://github.com/guoday/CCF-BDCI-Sentiment-Analysis-Baseline

  2. 2019 CCF new Internet financial entities found

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

  3. 2018 DC optimistic - intelligent text processing challenges

    Rank1: https://github.com/ShawnyXiao/2018-DC-DataGrand-TextIntelProcess

    Rank2: https://github.com/CortexFoundation/-

    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

    RankX: https://github.com/yanqiangmiffy/daguan

  4. Smart customer service issues similarity algorithm design - Third Mirror Cup Competition

    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

  5. 2018JD Dialog Challenge task-oriented dialogue system Challenge

    Rank2: https://github.com/Dikea/Dialog-System-with-Task-Retrieval-and-Seq2seq

    Rank3: https://github.com/zengbin93/jddc_solution_4th

  6. 2018CIKM AnalytiCup - Ali Xiaomi robot cross-language short text matching algorithm contest

    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

  7. Reuters Data Set "depth" exploratory analysis (word vector / sentiment analysis)

    https://www.kaggle.com/hoonkeng/deep-eda-word-embeddings-sentiment-analysis/notebook

  8. "Shence Cup" 2018 college algorithm Masters (keyword extraction)

    Rank1: http://www.dcjingsai.com/common/bbs/topicDetails.html?tid=2382

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

    Rank5: https://github.com/Dikea/ShenceCup.extract_keywords

  9. Know almost see the mountains Cup

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

    Rank2: https://github.com/Magic-Bubble/Zhihu

    Rank6: https://github.com/yongyehuang/zhihu-text-classification

    Rank9: https://github.com/coderSkyChen/zhihu_kanshan_cup_2017

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

  10. 2018 CCL customer service areas the user's intention classification review

    Rank1: https://github.com/nlpjoe/2018-CCL-UIIMCS

  11. Second Sohu content identification contest

    Rank1: https://github.com/zhanzecheng/SOHU_competition

  12. Kordsa - Baidu PaddlePaddle AI Contest - Smart Answers

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

  13. 2018 kaggle quora insincere questions classification

    Rank1: https://www.kaggle.com/c/quora-insincere-questions-classification/discussion/80568

    Rank13: https://mp.weixin.qq.com/s/DD-BOtPbGCXvxfFxL-qOgg

    Rank153: https://github.com/jetou/kaggle-qiqc

CV

  1. 2019 CCF video copyright detection

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

  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

  3. Kaggle Google landmark retrieval

    Rank1: http://t.cn/R1i7Xiy

    Rank14: http://t.cn/R1nQriY

  4. Lyft perception Challenge

    Game title: http://t.cn/RBtrJcE

    Rank4:

    • http://t.cn/RBtrMdw

    • http://t.cn/RBJnlug

  5. Kaggle CVPR 2018 WAD video segmentation

    Rank2: http://t.cn/Ehp4Ggm

  6. Kaggle Google AI Open Images

    Rank15: http://t.cn/RF1jnis

  7. Quick, Draw! Kaggle Competition Starter Pack

    http://t.cn/EZAoZDM

  8. Image Classification Challenge Kaggle plant seedlings

    Rank1: http://t.cn/RBssjf6

  9. Kaggle Airbus Ship Detection Challenge (Kaggle ship satellite images match detection)

    Rank8: https://github.com/SeuTao/Kaggle_Airbus2018_8th_code

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

  10. kaggle RSNA Pneumonia Detection

    Rank1: https://github.com/i-pan/kaggle-rsna18

    Rank2: https://github.com/SeuTao/Kaggle_TGS2018_4th_solution

    Rank3: https://github.com/pmcheng/rsna-pneumonia

    Rank6: https://github.com/pfnet-research/pfneumonia

    Rank10: https://github.com/alessonscap/rsna-challenge-2018

  11. Kaggle PLAsTiCC Astronomical Classification Competition (PLAsTiCC astronomical classification game)

    Rank1: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75033

    Rank2: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75059

    Rank3:

    • https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75116

    • https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75131

    • https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75222

    Rank4: https://github.com/aerdem4/kaggle-plasticc

    Rank5: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75040

  12. Kaggle Human Protein Atlas Image Classification Challenge (Kaggle human protein atlas image classification game)

    Rank3: https://github.com/pudae/kaggle-hpa

  13. SpaceNet Challenge Round 4: Off-Nadir Buildings (SpaceNet challenges satellite images to identify the building)

    RankX: https://github.com/SpaceNetChallenge/SpaceNet_Off_Nadir_Solutions

  14. Kaggle Humpback Whale Identification Challenge (Kaggle humpback identification match)

    Rank1: https://github.com/earhian/Humpback-Whale-Identification-1st-

    Rank7: https://medium.com/@ducha.aiki/thanks-radek-7th-place-solution-to-hwi-2019-competition-738624e4c885

  15. kaggle Carvana Image Masking Challenge

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

    Rank3:https://github.com/lyakaap/Kaggle-Carvana-3rd-place-solution

  16. kaggle Statoil/C-CORE Iceberg Classifier Challenge

    Rank4: https://github.com/asydorchuk/kaggle/blob/master/statoil/README.md

  17. kaggle 2018 Data Science Bowl

    Rank1: https://github.com/selimsef/dsb2018_topcoders

    Rank2: https://github.com/jacobkie/2018DSB

    Rank3: https://github.com/Lopezurrutia/DSB_2018

    Rank4: https://github.com/pdima/kaggle_2018_data_science_bowl_solution

    Rank5: https://github.com/mirzaevinom/data_science_bowl_2018

Other resource list

  1. DataSciComp data match information

  2. ApacheCN of kaggle data link

  3. Kaggle top finishing program

  4. Data competition Top Solution data Competition Top finishing solution for open source

  5. Introduction featexp a help in understanding the features of the toolkit

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

  7. Owen Zhang Interview: Kaggle winning secret

  8. How to Compete for Zillow Prize at Kaggle

  9. Profiling Top Kagglers: Martin Henze

  10. Kaggle data science vocabulary

  11. Kaggle game winning program summary

  12. Kaggle game combat tutorial (Pandas, Matplotlib, XGBoost / Colab)

  13. llSourcell/kaggle_challenge

  14. Kaggle see photos guessing game experience to share camera PDF

  15. Kaggle online classified advertising demand forecasting game winning programs share

  16. Kaggle | Winner Interview

  17. 2018 NIPS visual summary confront challenges

Gangster Git

  1. Plants: 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. Gold teachers know almost: https://zhuanlan.zhihu.com/jlbookworm
  6. Slag large: https://github.com/nzc
  7. Guo: https://github.com/guoday
  8. Cortex Lab: https://github.com/CortexFoundation

Contributors

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