數(shù)據(jù)科學(xué)/人工智能比賽解決方案匯總 2019.9
內(nèi)容來自 apachecn/awesome-data-comp-solution（t.cn/AiRXMOBS），由 ApacheCN 團隊維護。
歡迎任何人參與和完善：一個人可以走的很快，但是一群人卻可以走的更遠
ApacheCN 學(xué)習(xí)資源（t.cn/Rk4wEBa）
ApacheCN 機器學(xué)習(xí)交流群 629470233（t.cn/E9vBK6i）
結(jié)構(gòu)化數(shù)據(jù)/時間序列
019 CCF 乘用車細分市場銷量預(yù)測
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
2019 CCF 離散制造過程中典型工件的質(zhì)量符合率預(yù)測
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（t.cn/AiRXMW9M）
2018 科大訊飛 AI 營銷算法大賽
Rank1: https://zhuanlan.zhihu.com/p/47807544
Rank2: https://github.com/infturing/kdxf
Rank21: https://github.com/Michaelhuazhang/-AI21-
2018 IJCAI 阿里媽媽搜索廣告轉(zhuǎn)化預(yù)測
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（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-
2018 騰訊廣告算法大賽
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（初賽）: 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
2017 騰訊廣告算法大賽
Rank14: https://github.com/freelzy/Tencent_Social_Ads
Rank20: https://github.com/shenweichen/Tencent_Social_Ads2017_Mobile_App_pCVR
2018 高校大數(shù)據(jù)挑戰(zhàn)賽-快手活躍用戶預(yù)測
Rank1:
https://github.com/drop-out/RNN-Active-User-Forecast
https://zhuanlan.zhihu.com/p/42622063
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
2018JDATA 用戶購買時間預(yù)測
Rank9: https://zhuanlan.zhihu.com/p/45141799
2018 DF 風機葉片開裂預(yù)警
Rank2: https://github.com/SY575/DF-Early-warning-of-the-wind-power-system
2018 DF 光伏發(fā)電量預(yù)測
Rank1:
https://zhuanlan.zhihu.com/p/44755488?utm_source=qq&utm_medium=social&utm_oi=623925402599559168
https://mp.weixin.qq.com/s/Yix0xVp2SiqaAcuS6Q049g
AI 全球挑戰(zhàn)者大賽-違約用戶風險預(yù)測
Rank1: https://github.com/chenkkkk/User-loan-risk-prediction
2016 融 360-用戶貸款風險預(yù)測
Rank7: https://github.com/hczheng/Rong360
2018 CCF-面向電信行業(yè)存量用戶的智能套餐個性化匹配模型
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
2018 CCF-汽車行業(yè)用戶觀點主題及情感識別 ASC 挑戰(zhàn)賽
Rank1: https://github.com/yilirin/BDCI_Car_2018
Rank7: https://github.com/nlpjoe/CCF-BDCI-Automotive-Field-ASC-2018
2017 CCF-商場中精確定位用戶所在店鋪
Rank1: https://github.com/drop-out/Tianchi-Wifi-Positioning
2016 CCF-020 優(yōu)惠券使用預(yù)測
Rank1: https://github.com/wepe/O2O-Coupon-Usage-Forecast
2016 ccf-農(nóng)產(chǎn)品價格預(yù)測
Rank2: https://github.com/xing89qs/CCF_Product
Rank35: https://github.com/wqlin/ccf-price-prediction
2016 ccf-客戶用電異常
Rank4: https://github.com/AbnerYang/2016CCF-StateGrid
2016 ccf-搜狗的用戶畫像比賽
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
2016 ccf-聯(lián)通的用戶軌跡
RankX: https://github.com/xuguanggen/2016CCF-unicom
2016 ccf-Human or Robots
Rank6: https://github.com/pickou/ccf_human_or_robot
菜鳥-需求預(yù)測與分倉規(guī)劃
Rank6: https://github.com/wepe/CaiNiao-DemandForecast-StoragePlaning
Rank10: https://github.com/xing89qs/TianChi_CaiNiao_Season2
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
2018 對抗挑戰(zhàn)優(yōu)勝經(jīng)驗分享
http://t.cn/RBMaq4y
http://t.cn/RBMlfBH
Galaxy Zoo challenge
http://benanne.github.io/2014/04/05/galaxy-zoo.html
Kaggle Home Credit 違約風險預(yù)測
Rank1: http://t.cn/RFsoHgv
Kaggle 2017 Santa competition
Rank54: https://github.com/bigzhao/MPI-Hungarian-method
Kaggle 2017 Porto Seguro’s Safe Driver Prediction
Rank131: https://bigzhao.github.io/2017/12/18/kaggle-silver/
第三屆阿里云安全算法挑戰(zhàn)賽
Rank1: https://github.com/poteman/Alibaba-3rd-Security-Algorithm-Challenge
2018dc-新網(wǎng)銀行杯
Rank3: https://github.com/Smilexuhc/Xingwangbankcup-top3
Rank4: https://github.com/TingNie/CreditForecast
2018 AI Challenger 全球 AI 挑戰(zhàn)賽 - 細粒度用戶評論情感分析
Rank1: https://github.com/chenghuige/wenzheng
Rank16: https://github.com/xueyouluo/fsauor2018
Rank17: https://github.com/BigHeartC/Al_challenger_2018_sentiment_analysis
第二屆 “智慧中國杯” 數(shù)據(jù)科學(xué)大賽，首發(fā)皇包車（HI GUIDES）精品旅行服務(wù)成單預(yù)測競賽
Rank4: https://github.com/SunnyMarkLiu/Datacastle_Travel_Services_Predict
Rank?: https://github.com/zlxy9892/DC_hbc
2018 ATEC 螞蟻金服 NLP 智能客服比賽
Rank16: https://github.com/zle1992/atec
2018 ATEC 螞蟻金服 NLP 螞蟻金服金融大腦賽題
Rank18: https://github.com/ziweipolaris/atec2018-nlp
DataCastle-城市治理大數(shù)據(jù)應(yīng)用創(chuàng)意方案賽
Rank1: https://github.com/poteman/DataCastle-Urban-governance-competition
Kaggle - Crowdflower Search Results Relevance
Rank1: https://github.com/ChenglongChen/Kaggle_CrowdFlower
第三屆融 360 天機智能金融算法挑戰(zhàn)賽 - 特征挖掘
Rank1: https://github.com/xSupervisedLearning/Rong360_feature_mining_1st_solution
2017 摩拜杯算法挑戰(zhàn)賽
Rank3: https://github.com/Magic-Bubble/Mobike
DataFountain - 招商銀行信用卡中心 消費金融場景下的用戶購買預(yù)測
Rank1: https://github.com/sunwantong/China-Merchants-Bank-credit-card-Cente-User-purchase-forecast
天池糖尿病血糖預(yù)測比賽 精準醫(yī)療
Rank24: https://github.com/xingyuezhiji/Diabetes
第一屆西安交通大學(xué)人工智能實踐大賽（2018AI 實踐大賽–圖片文字識別）
Rank1: https://github.com/yinchangchang/ocr_densenet
2019 KaggleDays Paris offline competition（Kaggle 產(chǎn)品銷售額預(yù)測比賽優(yōu)勝方案）
Rank1: https://github.com/mxbi/kaggledays-paris
2019 Kaggle Freesound Audio Tagging
Rank1: https://github.com/qrfaction/1st-Freesound-Audio-Tagging-2019
Kaggle iMaterialist (Fashion) 2019 at FGVC6
Rank1: https://github.com/amirassov/kaggle-imaterialist
NLP
219 CCF 互聯(lián)網(wǎng)新聞情感分析
Baseline 0.801: https://github.com/finlay-liu/kaggle_public
Baseline 0.803: https://github.com/guoday/CCF-BDCI-Sentiment-Analysis-Baseline
2019 CCF 互聯(lián)網(wǎng)金融新實體發(fā)現(xiàn)
Baseline 0.2049: https://github.com/finlay-liu/kaggle_public/
2018 DC 達觀-文本智能處理挑戰(zhàn)
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
智能客服問題相似度算法設(shè)計——第三屆魔鏡杯大賽
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
2018JD Dialog Challenge 任務(wù)導(dǎo)向型對話系統(tǒng)挑戰(zhàn)賽
Rank2: https://github.com/Dikea/Dialog-System-with-Task-Retrieval-and-Seq2seq
Rank3: https://github.com/zengbin93/jddc_solution_4th
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/Closer
Rank12: https://github.com/Leputa/CIKM-AnalytiCup-2018
Rank18: https://github.com/VincentChen525/Tianchi/tree/master/CIKM AnalytiCup 2018
路透社新聞數(shù)據(jù)集“深度”探索性分析(詞向量/情感分析)
https://www.kaggle.com/hoonkeng/deep-eda-word-embeddings-sentiment-analysis/notebook
“神策杯”2018 高校算法大師賽(關(guān)鍵詞提取)
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
知乎看山杯
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
2018 CCL 客服領(lǐng)域用戶意圖分類評測
Rank1: https://github.com/nlpjoe/2018-CCL-UIIMCS
第二屆搜狐內(nèi)容識別大賽
Rank1: https://github.com/zhanzecheng/SOHU_competition
科賽 - 百度 PaddlePaddle AI 大賽——智能問答
Rank3: https://github.com/312shan/rc_tf
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
219 CCF 視頻版權(quán)檢測
Baseline 0.0001: https://github.com/finlay-liu/kaggle_public
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
Kaggle Google 地標檢索
Rank1: http://t.cn/R1i7Xiy
Rank14: http://t.cn/R1nQriY
Lyft 感知挑戰(zhàn)賽
賽題: http://t.cn/RBtrJcE
Rank4:
http://t.cn/RBtrMdw
http://t.cn/RBJnlug
Kaggle CVPR 2018 WAD 視頻分割
Rank2: http://t.cn/Ehp4Ggm
Kaggle Google AI Open Images
Rank15: http://t.cn/RF1jnis
Quick, Draw! Kaggle Competition Starter Pack
http://t.cn/EZAoZDM
Kaggle 植物幼苗圖像分類挑戰(zhàn)賽
Rank1: http://t.cn/RBssjf6
Kaggle Airbus Ship Detection Challenge (Kaggle 衛(wèi)星圖像船舶檢測比賽)
Rank8: https://github.com/SeuTao/Kaggle_Airbus2018_8th_code
Rank21: https://github.com/pascal1129/kaggle_airbus_ship_detection
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
Kaggle PLAsTiCC Astronomical Classification Competition（PLAsTiCC 天文分類比賽）
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
Kaggle Human Protein Atlas Image Classification Challenge（Kaggle 人類蛋白質(zhì)圖譜圖像分類比賽）
Rank3: https://github.com/pudae/kaggle-hpa
SpaceNet Challenge Round 4: Off-Nadir Buildings（SpaceNet 挑戰(zhàn)衛(wèi)星圖片建筑物識別）
RankX: https://github.com/SpaceNetChallenge/SpaceNet_Off_Nadir_Solutions
Kaggle Humpback Whale Identification Challenge（Kaggle 座頭鯨識別比賽）
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
kaggle Carvana Image Masking Challenge
Rank1:https://github.com/asanakoy/kaggle_carvana_segmentation
Rank3:https://github.com/lyakaap/Kaggle-Carvana-3rd-place-solution
kaggle Statoil/C-CORE Iceberg Classifier Challenge
Rank4: https://github.com/asydorchuk/kaggle/blob/master/statoil/README.md
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
其它資源列表
DatSciComp 數(shù)據(jù)比賽資訊（t.cn/RuhuusJ）
ApaheCN 的 kaggle 資料鏈接（t.cn/RgVYII7）
Kagge top 方案整理（t.cn/RMrYpAi）
Data cmpetition Top Solution 數(shù)據(jù)競賽 Top 解決方案開源整理（t.cn/EAlIgOi）
介紹 feaexp 一個幫助理解特征的工具包（t.cn/Ew1gF6c）
Ask Me Aything session with a Kaggle Grandmaster Vladimir I. Iglovikov（t.cn/Eww4nnu）PDF（t.cn/Eww4nnm）
Owen Zhan 訪談: Kaggle 制勝的秘密（t.cn/RBzPcyg）
How to Copete for Zillow Prize at Kaggle（t.cn/AiRXMjL9）
Profiling op Kagglers: Martin Henze（t.cn/RrWSadX）
Kaggle 數(shù)據(jù)科學(xué)詞表（t.cn/Rdx72Cn）
Kaggle 比賽優(yōu)勝方匯總（t.cn/Rdkj3Co）
Kaggle 比賽實戰(zhàn)教程Pandas, Matplotlib, XGBoost/Colab)（t.cn/ReIJOX0）
llSourcell/kagge_challenge（t.cn/ReIJOXK）
Kaggle 看照片猜相機比賽得分享（t.cn/Rkz5Q9y）PDF（t.cn/Rkz5Q9L）
Kaggle 在線分類廣告需求預(yù)測賽優(yōu)勝方案分享（t.cn/RFpQg9O）
Kaggle | Winner Iterview （t.cn/EvfActw）
2018 NIPS 視覺對抗挑戰(zhàn)總結(jié)（.cn/EAMqw0P）
大佬的 Git
植物: https://github.om/plantsgo
wepon: https://github.com/wepe
Snake: https://github.com/luoda888
Drop-out: https://github.com/drop-out
金老師的知乎: https://zhuanlan.zhihu.com/jlbookworm
渣大: https://github.com/nzc
郭大: https://github.com/guoday
Cortex Lab: https://github.com/CortexFoundation
貢獻者
Smile（t.cn/AiRXMjeN）飛龍（t.cn/R4TanTd）
SlideLucask（t.cn/AiRXMYSA）
知識星球: Kaggle 數(shù)據(jù)競賽免費版（t.cn/AiRXMYRM）
