今天分享一份数据竞赛Top解决方案开源的整理,如果大家想要从之前的竞赛中获取经验的话,可以多看看这些竞赛的开源方案:
1、纯数据竞赛
2018科大讯飞AI营销算法大赛
Rank1:https://zhuanlan.zhihu.com/p/47807544
2018 IJCAI 阿里妈妈搜索广告转化预测
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-
2018腾讯广告算法大赛
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(初赛): 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_Prest
2018高校大数据挑战赛-快手活跃用户预测
Rank1: https://github.com/drop-out/RNN-Active-User-Forecast
https://zhuanlan.zhihu.com/p/42622063
Rank4: https://github.com/chantcalf/2018-Rank4-
Rank13(初赛 a榜rank2 b榜rank5): https://github.com/luoda888/2018-KUAISHOU-TSINGHUA-Top13-Solutions
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
2018JDATA 用户购买时间预测
Rank9:https://zhuanlan.zhihu.com/p/45141799
2018 DF风机叶片开裂预警
Rank2:https://github.com/SY575/DF-Early-warning-of-the-wind-power-system
2018 DF光伏发电量预测
Rank1:https://zhuanlan.zhihu.com/p/44755488?utm_source=qq&utm_medium=social&utm_oi=623925402599559168
https://mp.weixin.qq.com/s/Yix0xVp2SiqaAcuS6Q049g
AI全球挑战者大赛-违约用户风险预测
Rank1:https://github.com/chenkkkk/User-loan-risk-prediction
2016融360-用户贷款风险预测
Rank7:https://github.com/hczheng/Rong360
2016 CCF-020优惠券使用预测
Rank1: https://github.com/wepe/O2O-Coupon-Usage-Forecast
2016 ccf-农产品价格预测
Rank2: https://github.com/xing89qs/CCF_Product
Rank35: https://github.com/wqlin/ccf-price-prediction
2016 ccf-客户用电异常
Rank4: https://github.com/AbnerYang/2016CCF-StateGrid
2016 ccf-搜狗的用户画像比赛
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-联通的用户轨迹
RankX: https://github.com/xuguanggen/2016CCF-unicom
2016 ccf-Human or Robots
Rank6: https://github.com/pickou/ccf_human_or_robot
菜鸟-需求预测与分仓规划
Rank6:https://github.com/wepe/CaiNiao-DemandForecast-StoragePlaning
Rank10: https://github.com/xing89qs/TianChi_CaiNiao_Season2
2、NLP
2018 DC达观-文本智能处理挑战
Rank1: https://github.com/ShawnyXiao/2018-DC-DataGrand-TextIntelProcess
Rank4: https://github.com/hecongqing/2018-daguan-competition
Rank10: https://github.com/moneyDboat/data_grand
Rank18: https://github.com/nlpjoe/daguan-classify-2018
RankX: https://github.com/yanqiangmiffy/daguan
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/paipaidai
rank12 https://www.jianshu.com/p/827dd447daf9https://github.com/LittletreeZou/Question-Pairs-Matching
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
Rank3: https://github.com/zengbin93/jddc_solution_4th
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/Closer
Rank12:https://github.com/Leputa/CIKM-AnalytiCup-2018
Rank18: https://github.com/VincentChen525/Tianchi/tree/master/CIKM%20AnalytiCup%202018
3、CV
Kaggle-TGS
Rank56 https://github.com/Gary-Deeplearning/TGS-Sal
4、其他资料
4.1、经验文章
介绍featexp 一个帮助理解特征的工具包 http://www.sohu.com/a/273552971_129720
Ask Me Anything session with a Kaggle Grandmaster Vladimir I. Iglovikov PDF:https://pan.baidu.com/s/1XkFwko_YrI5TfjjIai7ONQ
4.2、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/jlbookworm
数据比赛资讯:https://github.com/iphysresearch/DataSciComp
ApacheCN 的kaggle资料链接:https://github.com/apachecn/kaggle
Kaggle top方案整理:https://github.com/EliotAndres/kaggle-past-solutions