目錄
1. Structured Data/ Time Series
2019 CCF 乘用車細分市場銷量預測
2019 CCF 離散制造過程中典型工件的品質符合率預測
2018 科大訊飛 AI 營銷算法大賽
2018 IJCAI 阿裡媽媽搜尋廣告轉化預測
2018 騰訊廣告算法大賽
2017 騰訊廣告算法大賽
2018 高校大資料挑戰賽-快手活躍使用者預測
2018JDATA 使用者購買時間預測
2018 DF 風機葉片開裂預警
2018 DF 光伏發電量預測
AI 全球挑戰者大賽-違約使用者風險預測
2016 融 360-使用者貸款風險預測
2018 CCF-面向電信行業存量使用者的智能套餐個性化比對模型
2018 CCF-汽車行業使用者觀點主題及情感識别 ASC 挑戰賽
2017 CCF-商場中精确定位使用者所在店鋪
2016 CCF-020 優惠券使用預測
2016 ccf-農産品價格預測
2016 ccf-客戶用電異常
2016 ccf-搜狗的使用者畫像比賽
2016 ccf-聯通的使用者軌迹
菜鳥-需求預測與分倉規劃
2018 對抗挑戰優勝經驗分享
Galaxy Zoo challenge
Kaggle Home Credit 違約風險預測
Kaggle 2017 Santa competition
Kaggle 2017 Porto Seguro’s Safe Driver Prediction
第三屆阿裡雲安全算法挑戰賽
2018dc-新網銀行杯
2018 AI Challenger 全球 AI 挑戰賽 - 細粒度使用者評論情感分析
第二屆 “智慧中國杯” 資料科學大賽，首發皇包車（HI GUIDES）精品旅行服務成單預測競賽
2018 ATEC 螞蟻金服 NLP 智能客服比賽
2018 ATEC 螞蟻金服 NLP 螞蟻金服金融大腦賽題
DataCastle-城市治理大資料應用創意方案賽
第三屆融 360 天機智能金融算法挑戰賽 - 特征挖掘
2017 摩拜杯算法挑戰賽
DataFountain - 招商銀行信用卡中心 消費金融場景下的使用者購買預測
天池糖尿病血糖預測比賽 精準醫療
第一屆西安交通大學人工智能實踐大賽（2018AI 實踐大賽–圖檔文字識别）
2019 KaggleDays Paris offline competition（Kaggle 産品銷售額預測比賽優勝方案）
2019 Kaggle Freesound Audio Tagging
Kaggle iMaterialist (Fashion) 2019 at FGVC6
2. NLP
2019 CCF 網際網路新聞情感分析
2019 CCF 網際網路金融新實體發現
2018 DC 達觀-文本智能處理挑戰
智能客服問題相似度算法設計——第三屆魔鏡杯大賽
2018JD Dialog Challenge 任務導向型對話系統挑戰賽
2018CIKM AnalytiCup – 阿裡小蜜機器人跨語言短文本比對算法競賽
路透社新聞資料集“深度”探索性分析(詞向量/情感分析)
“神策杯”2018 高校算法大師賽(關鍵詞提取)
知乎看山杯
2018 CCL 客服領域使用者意圖分類評測
第二屆搜狐内容識别大賽
科賽 - 百度 PaddlePaddle AI 大賽——智能問答
3. CV
2019 CCF 視訊版權檢測
Kaggle-TGS
Kaggle Google 地标檢索
Lyft 感覺挑戰賽
Kaggle CVPR 2018 WAD 視訊分割
Kaggle Google AI Open Images
Quick, Draw! Kaggle Competition Starter Pack
Kaggle 植物幼苗圖像分類挑戰賽
Kaggle Airbus Ship Detection Challenge (Kaggle 衛星圖像船舶檢測比賽)
kaggle RSNA Pneumonia Detection
Kaggle PLAsTiCC Astronomical Classification Competition（PLAsTiCC 天文分類比賽）
Kaggle Human Protein Atlas Image Classification Challenge（Kaggle 人類蛋白質圖譜圖像分類比賽）
SpaceNet Challenge Round 4: Off-Nadir Buildings（SpaceNet 挑戰衛星圖檔建築物識别）
Kaggle Humpback Whale Identification Challenge（Kaggle 座頭鲸識别比賽）
kaggle Carvana Image Masking Challenge
kaggle Statoil/C-CORE Iceberg Classifier Challenge
kaggle 2018 Data Science Bowl
部分參賽者 Git：
1. Structured Data/ Time Series
2019 CCF 乘用車細分市場銷量預測
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品質符合率預測
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
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 阿裡媽媽搜尋廣告轉化預測
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 高校大資料挑戰賽-快手活躍使用者預測
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 使用者購買時間預測
Rank9: https://zhuanlan.zhihu.com/p/45141799
2018 DF 風機葉片開裂預警
Rank2: https://github.com/SY575/DF-Early-warning-of-the-wind-power-system
2018 DF 光伏發電量預測
Rank1:
https://zhuanlan.zhihu.com/p/44755488?utm_source=qq&utm_medium=social&utm_oi=623925402599559168
https://mp.weixin.qq.com/s/Yix0xVp2SiqaAcuS6Q049g
AI 全球挑戰者大賽-違約使用者風險預測
Rank1: https://github.com/chenkkkk/User-loan-risk-prediction
2016 融 360-使用者貸款風險預測
Rank7: https://github.com/hczheng/Rong360
2018 CCF-面向電信行業存量使用者的智能套餐個性化比對模型
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-汽車行業使用者觀點主題及情感識别 ASC 挑戰賽
Rank1: https://github.com/yilirin/BDCI_Car_2018
Rank7: https://github.com/nlpjoe/CCF-BDCI-Automotive-Field-ASC-2018
2017 CCF-商場中精确定位使用者所在店鋪
Rank1: https://github.com/drop-out/Tianchi-Wifi-Positioning
2016 CCF-020 優惠券使用預測
Rank1: https://github.com/wepe/O2O-Coupon-Usage-Forecast
2016 ccf-農産品價格預測
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-搜狗的使用者畫像比賽
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-聯通的使用者軌迹
RankX: https://github.com/xuguanggen/2016CCF-unicom
2016 ccf-Human or Robots
Rank6: https://github.com/pickou/ccf_human_or_robot
菜鳥-需求預測與分倉規劃
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 對抗挑戰優勝經驗分享
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/
第三屆阿裡雲安全算法挑戰賽
Rank1: https://github.com/poteman/Alibaba-3rd-Security-Algorithm-Challenge
2018dc-新網銀行杯
Rank3: https://github.com/Smilexuhc/Xingwangbankcup-top3
Rank4: https://github.com/TingNie/CreditForecast
2018 AI Challenger 全球 AI 挑戰賽 - 細粒度使用者評論情感分析
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” 資料科學大賽，首發皇包車（HI GUIDES）精品旅行服務成單預測競賽
Rank4: https://github.com/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-城市治理大資料應用創意方案賽
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賽 - 特征挖掘
Rank1: https://github.com/xSupervisedLearning/Rong360_feature_mining_1st_solution
2017 摩拜杯算法挑戰賽
Rank3: https://github.com/Magic-Bubble/Mobike
DataFountain - 招商銀行信用卡中心 消費金融場景下的使用者購買預測
Rank1: https://github.com/sunwantong/China-Merchants-Bank-credit-card-Cente-User-purchase-forecast
天池糖尿病血糖預測比賽 精準醫療
Rank24: https://github.com/xingyuezhiji/Diabetes
第一屆西安交通大學人工智能實踐大賽（2018AI 實踐大賽–圖檔文字識别）
Rank1: https://github.com/yinchangchang/ocr_densenet
2019 KaggleDays Paris offline competition（Kaggle 産品銷售額預測比賽優勝方案）
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
2. NLP
2019 CCF 網際網路新聞情感分析
Baseline 0.801: https://github.com/finlay-liu/kaggle_public
Baseline 0.803: https://github.com/guoday/CCF-BDCI-Sentiment-Analysis-Baseline
2019 CCF 網際網路金融新實體發現
Baseline 0.2049: https://github.com/finlay-liu/kaggle_public/
2018 DC 達觀-文本智能處理挑戰
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 任務導向型對話系統挑戰賽
Rank2: https://github.com/Dikea/Dialog-System-with-Task-Retrieval-and-Seq2seq
Rank3: https://github.com/zengbin93/jddc_solution_4th
2018CIKM AnalytiCup – 阿裡小蜜機器人跨語言短文本比對算法競賽
Rank2: https://github.com/zake7749/Closer
Rank12: https://github.com/Leputa/CIKM-AnalytiCup-2018
Rank18: https://github.com/VincentChen525/Tianchi/tree/master/CIKM%20AnalytiCup%202018
路透社新聞資料集“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 客服領域使用者意圖分類評測
Rank1: https://github.com/nlpjoe/2018-CCL-UIIMCS
第二屆搜狐内容識别大賽
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
3. CV
2019 CCF 視訊版權檢測
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 地标檢索
Rank1: http://t.cn/R1i7Xiy
Rank14: http://t.cn/R1nQriY
Lyft 感覺挑戰賽
賽題: http://t.cn/RBtrJcE
Rank4:
http://t.cn/RBtrMdw
http://t.cn/RBJnlug
Kaggle CVPR 2018 WAD 視訊分割
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賽
Rank1: http://t.cn/RBssjf6
Kaggle Airbus Ship Detection Challenge (Kaggle 衛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 挑戰衛星圖檔建築物識别）
RankX: https://github.com/SpaceNetChallenge/SpaceNet_Off_Nadir_Solutions
Kaggle Humpback Whale Identification Challenge（Kaggle 座頭鲸識别比賽）
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
部分參賽者 Git：
- 植物: https://github.com/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
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