内容来自 apachecn/awesome-data-comp-solution，由 ApacheCN 团队维护。欢迎任何人参与和完善：一个人可以走的很快，但是一群人却可以走的更远
- ApacheCN 学习资源
- ApacheCN 机器学习交流群 629470233
结构化数据/时间序列
- 2019 CCF 乘用车细分市场销量预测
EDA: http://lambda-xmu.club/2018/0...
Baseline 0.488: https://zhuanlan.zhihu.com/p/...
Baseline 0.511: https://blog.csdn.net/weixin_...
- 2019 CCF 离散制造过程中典型工件的质量符合率预测
EDA: http://lambda-xmu.club/2018/0...
Baseline 0.6777: https://github.com/destiny199...
Baseline 0.644: CCF2019-discrete-manufacturing/644baseline.py
- 2018 科大讯飞 AI 营销算法大赛
Rank1: https://zhuanlan.zhihu.com/p/...
Rank2: https://github.com/infturing/...
Rank21: https://github.com/Michaelhua...
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2018 IJCAI 阿里妈妈搜索广告转化预测
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（第一赛季）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-
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2018 腾讯广告算法大赛
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（初赛）: 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
- 2017 腾讯广告算法大赛
Rank14: https://github.com/freelzy/Te...
Rank20: https://github.com/shenweiche...
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2018 高校大数据挑战赛-快手活跃用户预测
Rank1:
- https://github.com/drop-out/R...
- https://zhuanlan.zhihu.com/p/...
Rank4: https://github.com/chantcalf/2018-Rank4-
Rank13 (初赛 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 (初赛 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 用户购买时间预测
Rank9: https://zhuanlan.zhihu.com/p/...
- 2018 DF 风机叶片开裂预警
Rank2: https://github.com/SY575/DF-E...
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2018 DF 光伏发电量预测
Rank1:
- https://zhuanlan.zhihu.com/p/...
https://mp.weixin.qq.com/s/Yi...
- AI 全球挑战者大赛-违约用户风险预测
Rank1: https://github.com/chenkkkk/U...
- 2016 融 360-用户贷款风险预测
Rank7: https://github.com/hczheng/Ro...
- 2018 CCF-面向电信行业存量用户的智能套餐个性化匹配模型
Rank1: https://github.com/PPshrimpGo...
Rank2: https://github.com/PandasCute...
Rank4: https://github.com/jinchenyu/...
Rank6: https://github.com/ZengHaihon...
- 2018 CCF-汽车行业用户观点主题及情感识别 ASC 挑战赛
Rank1: https://github.com/yilirin/BD...
Rank7: https://github.com/nlpjoe/CCF...
- 2017 CCF-商场中精确定位用户所在店铺
Rank1: https://github.com/drop-out/T...
- 2016 CCF-020 优惠券使用预测
Rank1: https://github.com/wepe/O2O-C...
- 2016 ccf-农产品价格预测
Rank2: https://github.com/xing89qs/C...
Rank35: https://github.com/wqlin/ccf-...
- 2016 ccf-客户用电异常
Rank4: https://github.com/AbnerYang/...
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2016 ccf-搜狗的用户画像比赛
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...
- 2016 ccf-联通的用户轨迹
RankX: https://github.com/xuguanggen...
- 2016 ccf-Human or Robots
Rank6: https://github.com/pickou/ccf...
- 菜鸟-需求预测与分仓规划
Rank6: https://github.com/wepe/CaiNi...
Rank10: https://github.com/xing89qs/T...
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Kaggle 2018 Data Science Bow
Rank1: https://www.kaggle.com/c/data...
Rank4:
- https://www.kaggle.com/c/data...
- https://github.com/pdima/kagg...
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2018 对抗挑战优胜经验分享
- http://t.cn/RBMaq4y
- http://t.cn/RBMlfBH
- Galaxy Zoo challenge
http://benanne.github.io/2014...
- Kaggle Home Credit 违约风险预测
Rank1: http://t.cn/RFsoHgv
- Kaggle 2017 Santa competition
Rank54: https://github.com/bigzhao/MP...
- Kaggle 2017 Porto Seguro’s Safe Driver Prediction
Rank131: https://bigzhao.github.io/201...
- 第三届阿里云安全算法挑战赛
Rank1: https://github.com/poteman/Al...
- 2018dc-新网银行杯
Rank3: https://github.com/Smilexuhc/...
Rank4: https://github.com/TingNie/Cr...
- 2018 AI Challenger 全球 AI 挑战赛 - 细粒度用户评论情感分析
Rank1: https://github.com/chenghuige...
Rank16: https://github.com/xueyouluo/...
Rank17: https://github.com/BigHeartC/...
- 第二届 “智慧中国杯” 数据科学大赛，首发皇包车（HI GUIDES）精品旅行服务成单预测竞赛
Rank4: https://github.com/SunnyMarkL...
Rank?: https://github.com/zlxy9892/D...
- 2018 ATEC 蚂蚁金服 NLP 智能客服比赛
Rank16: https://github.com/zle1992/atec
- 2018 ATEC 蚂蚁金服 NLP 蚂蚁金服金融大脑赛题
Rank18: https://github.com/ziweipolar...
- DataCastle-城市治理大数据应用创意方案赛
Rank1: https://github.com/poteman/Da...
- Kaggle - Crowdflower Search Results Relevance
Rank1: https://github.com/ChenglongC...
- 第三届融 360 天机智能金融算法挑战赛 - 特征挖掘
Rank1: https://github.com/xSupervise...
- 2017 摩拜杯算法挑战赛
Rank3: https://github.com/Magic-Bubb...
- DataFountain - 招商银行信用卡中心 消费金融场景下的用户购买预测
Rank1: https://github.com/sunwantong...
- 天池糖尿病血糖预测比赛 精准医疗
Rank24: https://github.com/xingyuezhi...
- 第一届西安交通大学人工智能实践大赛（2018AI 实践大赛--图片文字识别）
Rank1: https://github.com/yinchangch...
- 2019 KaggleDays Paris offline competition（Kaggle 产品销售额预测比赛优胜方案）
Rank1: https://github.com/mxbi/kaggl...
- 2019 Kaggle Freesound Audio Tagging
Rank1: https://github.com/qrfaction/...
- Kaggle iMaterialist (Fashion) 2019 at FGVC6
Rank1: https://github.com/amirassov/...
NLP
- 2019 CCF 互联网新闻情感分析
Baseline 0.801: https://github.com/finlay-liu...
Baseline 0.803: https://github.com/guoday/CCF...
- 2019 CCF 互联网金融新实体发现
Baseline 0.2049: https://github.com/finlay-liu...
- 2018 DC 达观-文本智能处理挑战
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...
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智能客服问题相似度算法设计——第三届魔镜杯大赛
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
- 2018JD Dialog Challenge 任务导向型对话系统挑战赛
Rank2: https://github.com/Dikea/Dial...
Rank3: https://github.com/zengbin93/...
- 2018CIKM AnalytiCup – 阿里小蜜机器人跨语言短文本匹配算法竞赛
Rank2: https://github.com/zake7749/C...
Rank12: https://github.com/Leputa/CIK...
Rank18: https://github.com/VincentChe...
- 路透社新闻数据集“深度”探索性分析(词向量/情感分析)
https://www.kaggle.com/hoonke...
- “神策杯”2018 高校算法大师赛(关键词提取)
Rank1: http://www.dcjingsai.com/comm...
Rank2: https://github.com/bigzhao/Ke...
Rank5: https://github.com/Dikea/Shen...
- 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...
- 2018 CCL 客服领域用户意图分类评测
Rank1: https://github.com/nlpjoe/201...
- 第二届搜狐内容识别大赛
Rank1: https://github.com/zhanzechen...
- 科赛 - 百度 PaddlePaddle AI 大赛——智能问答
Rank3: https://github.com/312shan/rc_tf
- 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
- 2019 CCF 视频版权检测
Baseline 0.0001: https://github.com/finlay-liu...
-
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 地标检索
Rank1: http://t.cn/R1i7Xiy
Rank14: http://t.cn/R1nQriY
-
Lyft 感知挑战赛
赛题: http://t.cn/RBtrJcE
Rank4:
- http://t.cn/RBtrMdw
- http://t.cn/RBJnlug
- Kaggle CVPR 2018 WAD 视频分割
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 植物幼苗图像分类挑战赛
Rank1: http://t.cn/RBssjf6
- Kaggle Airbus Ship Detection Challenge (Kaggle 卫星图像船舶检测比赛)
Rank8: https://github.com/SeuTao/Kag...
Rank21: https://github.com/pascal1129...
- 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...
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Kaggle PLAsTiCC Astronomical Classification Competition（PLAsTiCC 天文分类比赛）
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
- Kaggle Human Protein Atlas Image Classification Challenge（Kaggle 人类蛋白质图谱图像分类比赛）
Rank3: https://github.com/pudae/kagg...
- SpaceNet Challenge Round 4: Off-Nadir Buildings（SpaceNet 挑战卫星图片建筑物识别）
RankX: https://github.com/SpaceNetCh...
- Kaggle Humpback Whale Identification Challenge（Kaggle 座头鲸识别比赛）
Rank1: https://github.com/earhian/Hu...
Rank7: https://medium.com/@ducha.aik...
- kaggle Carvana Image Masking Challenge
Rank1:https://github.com/asanakoy/k...
Rank3:https://github.com/lyakaap/Ka...
- kaggle Statoil/C-CORE Iceberg Classifier Challenge
Rank4: https://github.com/asydorchuk...
- 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...
其它资源列表
- DataSciComp 数据比赛资讯
- ApacheCN 的 kaggle 资料链接
- Kaggle top 方案整理
- Data competition Top Solution 数据竞赛 Top 解决方案开源整理
- 介绍 featexp 一个帮助理解特征的工具包
- Ask Me Anything session with a Kaggle Grandmaster Vladimir I. Iglovikov PDF
- Owen Zhang 访谈: Kaggle 制胜的秘密
- How to Compete for Zillow Prize at Kaggle
- Profiling Top Kagglers: Martin Henze
- Kaggle 数据科学词汇表
- Kaggle 比赛优胜方案汇总
- Kaggle 比赛实战教程(Pandas, Matplotlib, XGBoost/Colab)
- llSourcell/kaggle_challenge
- Kaggle 看照片猜相机比赛心得分享 PDF
- Kaggle 在线分类广告需求预测比赛优胜方案分享
- Kaggle | Winner Interview
- 2018 NIPS 视觉对抗挑战总结
大佬的 Git
- 植物: https://github.com/plantsgo
- wepon: https://github.com/wepe
- Snake: https://github.com/luoda888
- Drop-out: https://github.com/drop-out
- 金老师的知乎: https://zhuanlan.zhihu.com/jl...
- 渣大: https://github.com/nzc
- 郭大: https://github.com/guoday
- Cortex Lab: https://github.com/CortexFoun...
贡献者
- Smile
- 飞龙
- SlideLucask
- 知识星球: Kaggle 数据竞赛免费版