GitHub - apachecn/awesome-data-comp-solution: 数据科学/人工智能比赛解决方案汇总
source link: https://github.com/apachecn/awesome-data-comp-solution
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README.md
数据科学/人工智能比赛解决方案汇总
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
结构化数据/时间序列
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2019 CCF 乘用车细分市场销量预测
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
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2019 CCF 离散制造过程中典型工件的质量符合率预测
EDA1: http://lambda-xmu.club/2018/08/25/2019CCF-Work-Piece-EDA/
EDA2: http://lambda-xmu.club/2018/09/04/2019CCF-Work-Piece-EDA-Part2/
Baseline 0.678: https://github.com/destiny19960207/CCF_BDCI2019_discrete-manufacturing
Baseline 0.644: CCF2019-discrete-manufacturing/644baseline.py
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2018 科大讯飞 AI 营销算法大赛
Rank1: https://zhuanlan.zhihu.com/p/47807544
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2018 IJCAI 阿里妈妈搜索广告转化预测
Rank1: https://github.com/plantsgo/ijcai-2018
Rank2:
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
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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:
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
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2017 腾讯广告算法大赛
Rank14: https://github.com/freelzy/Tencent_Social_Ads
Rank20: https://github.com/shenweichen/Tencent_Social_Ads2017_Mobile_App_pCVR
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2018 高校大数据挑战赛-快手活跃用户预测
Rank1:
Rank4: https://github.com/chantcalf/2018-Rank4-
Rank13 (初赛 a 榜 rank2 b 榜 rank5):
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):
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2018JDATA 用户购买时间预测
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2018 DF 风机叶片开裂预警
Rank2: https://github.com/SY575/DF-Early-warning-of-the-wind-power-system
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2018 DF 光伏发电量预测
Rank1:
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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
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2016 融 360-用户贷款风险预测
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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/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
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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/BDCI_Car_2018
Rank7: https://github.com/nlpjoe/CCF-BDCI-Automotive-Field-ASC-2018
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2017 CCF-商场中精确定位用户所在店铺
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2016 CCF-020 优惠券使用预测
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2016 ccf-农产品价格预测
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2016 ccf-客户用电异常
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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:
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2016 ccf-联通的用户轨迹
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2016 ccf-Human or Robots
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菜鸟-需求预测与分仓规划
Rank6: https://github.com/wepe/CaiNiao-DemandForecast-StoragePlaning
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Kaggle 2018 Data Science Bow
Rank1: https://www.kaggle.com/c/data-science-bowl-2018/discussion/54741
Rank4:
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2018 对抗挑战优胜经验分享
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Galaxy Zoo challenge
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Kaggle Home Credit 违约风险预测
Rank1: http://t.cn/RFsoHgv
-
Kaggle 2017 Santa competition
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Kaggle 2017 Porto Seguro’s Safe Driver Prediction
Rank131: https://bigzhao.github.io/2017/12/18/kaggle-silver/
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第三届阿里云安全算法挑战赛
Rank1: https://github.com/poteman/Alibaba-3rd-Security-Algorithm-Challenge
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2018dc-新网银行杯
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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/wenzheng
Rank16: https://github.com/xueyouluo/fsauor2018
Rank17: https://github.com/BigHeartC/Al_challenger_2018_sentiment_analysis
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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/SunnyMarkLiu/Datacastle_Travel_Services_Predict
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2018 ATEC 蚂蚁金服 NLP 智能客服比赛
Rank16: https://github.com/zle1992/atec
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2018 ATEC 蚂蚁金服 NLP 蚂蚁金服金融大脑赛题
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DataCastle-城市治理大数据应用创意方案赛
Rank1: https://github.com/poteman/DataCastle-Urban-governance-competition
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Kaggle - Crowdflower Search Results Relevance
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第三届融 360 天机智能金融算法挑战赛 - 特征挖掘
Rank1: https://github.com/xSupervisedLearning/Rong360_feature_mining_1st_solution
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2017 摩拜杯算法挑战赛
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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/China-Merchants-Bank-credit-card-Cente-User-purchase-forecast
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天池糖尿病血糖预测比赛 精准医疗
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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)
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2019 KaggleDays Paris offline competition(Kaggle 产品销售额预测比赛优胜方案)
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2019 Kaggle Freesound Audio Tagging
Rank1: https://github.com/qrfaction/1st-Freesound-Audio-Tagging-2019
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Kaggle iMaterialist (Fashion) 2019 at FGVC6
NLP
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2019 CCF 互联网新闻情感分析
Baseline 0.801: https://github.com/finlay-liu/kaggle_public
Baseline 0.803: https://github.com/guoday/CCF-BDCI-Sentiment-Analysis-Baseline
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2019 CCF 互联网金融新实体发现
Baseline 0.2049: https://github.com/finlay-liu/kaggle_public/
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2018 DC 达观-文本智能处理挑战
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
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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/paipaidai
rank12
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2018JD Dialog Challenge 任务导向型对话系统挑战赛
Rank2: https://github.com/Dikea/Dialog-System-with-Task-Retrieval-and-Seq2seq
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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
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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/hoonkeng/deep-eda-word-embeddings-sentiment-analysis/notebook
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“神策杯”2018 高校算法大师赛(关键词提取)
Rank1: http://www.dcjingsai.com/common/bbs/topicDetails.html?tid=2382
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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
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2018 CCL 客服领域用户意图分类评测
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第二届搜狐内容识别大赛
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科赛 - 百度 PaddlePaddle AI 大赛——智能问答
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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
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2019 CCF 视频版权检测
Baseline 0.0001: https://github.com/finlay-liu/kaggle_public
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Kaggle-TGS
Rank1: http://t.cn/EzkDlOC
Rank4:
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
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Kaggle Google 地标检索
Rank1: http://t.cn/R1i7Xiy
Rank14: http://t.cn/R1nQriY
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Lyft 感知挑战赛
Rank4:
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Kaggle CVPR 2018 WAD 视频分割
Rank2: http://t.cn/Ehp4Ggm
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Kaggle Google AI Open Images
Rank15: http://t.cn/RF1jnis
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Quick, Draw! Kaggle Competition Starter Pack
-
Kaggle 植物幼苗图像分类挑战赛
Rank1: http://t.cn/RBssjf6
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Kaggle Airbus Ship Detection Challenge (Kaggle 卫星图像船舶检测比赛)
Rank8: https://github.com/SeuTao/Kaggle_Airbus2018_8th_code
Rank21: https://github.com/pascal1129/kaggle_airbus_ship_detection
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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
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Kaggle PLAsTiCC Astronomical Classification Competition(PLAsTiCC 天文分类比赛)
Rank1: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75033
Rank2: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75059
Rank3:
Rank4: https://github.com/aerdem4/kaggle-plasticc
Rank5: https://www.kaggle.com/c/PLAsTiCC-2018/discussion/75040
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Kaggle Human Protein Atlas Image Classification Challenge(Kaggle 人类蛋白质图谱图像分类比赛)
-
SpaceNet Challenge Round 4: Off-Nadir Buildings(SpaceNet 挑战卫星图片建筑物识别)
RankX: https://github.com/SpaceNetChallenge/SpaceNet_Off_Nadir_Solutions
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Kaggle Humpback Whale Identification Challenge(Kaggle 座头鲸识别比赛)
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
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kaggle Carvana Image Masking Challenge
Rank1:https://github.com/asanakoy/kaggle_carvana_segmentation
Rank3:https://github.com/lyakaap/Kaggle-Carvana-3rd-place-solution
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kaggle Statoil/C-CORE Iceberg Classifier Challenge
Rank4: https://github.com/asydorchuk/kaggle/blob/master/statoil/README.md
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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
其它资源列表
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
- 渣大: https://github.com/nzc
- 郭大: https://github.com/guoday
- Cortex Lab: https://github.com/CortexFoundation
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