竞赛|数据竞赛 Top 解决方案开源整理
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-2018Rank2:https://github.com/YouChouNoBB/ijcai-18-top2-single-mole-solutionhttps://blog.csdn.net/Bryan__/article/details/80600189Rank3: https://github.com/luoda888/2018-IJCAI-top3Rank8: https://github.com/fanfanda/ijcai_2018Rank8: https://github.com/Gene20/IJCAI-18Rank9(第一赛季)https://github.com/yuxiaowww/IJCAI-18-TIANCHIRank29: https://github.com/bettenW/IJCAI18_Tianchi_Rank29Rank41: https://github.com/cmlaughing/IJCAI-18Rank48: https://github.com/YunaQiu/IJCAI-18alimamaRank53: https://github.com/altmanWang/IJCAI-18-CVRRank60: https://github.com/Chenyaorui/ijcai_2018Rank81: https://github.com/wzp123456/IJCAI_18Rank94: https://github.com/Yangtze121/-IJCAI-18-
2018 腾讯广告算法大赛 Rank3: https://github.com/DiligentPanda/Tencent_Ads_Algo_2018rank6: https://github.com/nzc/tencent-contestRank7: https://github.com/guoday/Tencent2018_Lookalike_Rank7thRank9: https://github.com/ouwenjie03/tencent-ad-gameRank10: https://github.com/keyunluo/Tencent2018_Lookalike_Rank10thrank10(初赛): https://github.com/ShawnyXiao/2018-Tencent-LookalikeRank11: https://github.com/liupengsay/2018-Tencent-social-advertising-algorithm-contesthttps://my.oschina.net/xtzggbmkk/blog/1865680Rank26: https://github.com/zsyandjyhouse/TencentAD_contestRank33: https://github.com/John-Yao/Tencent_Social_Ads2018Rank69: 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-Forecasthttps://zhuanlan.zhihu.com/p/42622063Rank4: https://github.com/chantcalf/2018-Rank4-Rank13(初赛 a 榜 rank2 b 榜 rank5): https://github.com/luoda888/2018-KUAISHOU-TSINGHUA-Top13-SolutionsRank15: https://github.com/sunwantong/Kuaishou-Active-UserRank20: https://github.com/bigzhao/Kuaishou_2018_rank20thRank28(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=623925402599559168https://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-StoragePlaningRank10: 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-TextIntelProcessRank4: https://github.com/hecongqing/2018-daguan-competitionRank10: https://github.com/moneyDboat/data_grandRank18: https://github.com/nlpjoe/daguan-classify-2018RankX: 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/paipaidairank12 https://www.jianshu.com/p/827dd447daf9 https://github.com/LittletreeZou/Question-Pairs-MatchingRank16:https://github.com/guoday/PaiPaiDai2018_rank16Rank29: 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/CloserRank12:https://github.com/Leputa/CIKM-AnalytiCup-2018Rank18: https://github.com/VincentChen525/Tianchi/tree/master/CIKM%20AnalytiCup%202018
3、CV
Kaggle-TGSRank56 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/kaggleKaggle top 方案整理:https://github.com/EliotAndres/kaggle-past-solutions
版权声明: 本文为 InfoQ 作者【不脱发的程序猿】的原创文章。
原文链接:【http://xie.infoq.cn/article/9c7c726f5227d67ce1c4ca841】。文章转载请联系作者。
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