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Competition.md

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机器学习/深度学习相关比赛、挑战大列表 https://github.com/skrish13/ml-contests-conf

2nd Place and 2nd Place Solution to Kaggle Landmark Recognition andRetrieval Competition 2019

https://arxiv.org/abs/1906.03990

Kaggle TGS Salt Identification Challenge. b.e.s. & phalanx 1st Place Solution https://github.com/ybabakhin/kaggle_salt_bes_phalanx

How I made top 0.3% on a Kaggle competition https://www.kaggle.com/lavanyashukla01/how-i-made-top-0-3-on-a-kaggle-competition

『Data competition Top Solution 数据竞赛Top解决方案开源整理』 https://github.com/Smilexuhc/Data-Competition-TopSolution

Kaggle座头鲸识别比赛入门包(w/ FastAi ) https://github.com/radekosmulski/whale

非均衡数据集分类(Colab):Kaggle信用卡欺诈数据集实例 https://colab.research.google.com/drive/1xL2jSdY-MGlN60gGuSH_L30P7kxxwUfM

特征抽取漫游指南:Kaggle和日常工作的一些技巧和代码 https://towardsdatascience.com/the-hitchhikers-guide-to-feature-extraction-b4c157e96631

如何开始Kaggle比赛之旅 https://towardsdatascience.com/how-to-begin-competing-on-kaggle-bd9b5f32dbbc

Kaggle比赛常胜将军Owen Zhang的技巧分享《Tips for data science competitions》,非常实用 https://www.slideshare.net/OwenZhang2/tips-for-data-science-competitions https://www.youtube.com/watch?v=LgLcfZjNF44

Kaggle新赛:钢铁缺陷检测

https://www.kaggle.com/c/severstal-steel-defect-detection

Kaggle大都会艺术博物馆艺术品属性识别比赛PyTorch Baseline https://github.com/lopuhin/kaggle-imet-2019

Sohu's 2018 content recognition competition 1st solution(搜狐内容识别大赛第一名解决方案) https://github.com/zhanzecheng/SOHU_competition

一个深度学习新手团队是如何拿到kaggle比赛第三名的(用fast.ai分类油棕种植园图像) https://towardsdatascience.com/how-a-team-of-deep-learning-newbies-came-3rd-place-in-a-kaggle-contest-644adcc143c8

'阿水的开源比赛方案集锦’ https://github.com/finlay-liu/kaggle_public

“Kaggle开放日:Kaggle比赛教程” https://www.bilibili.com/video/av82395461/

【Kaggle优胜方案汇总】“KaggleDB“ https://kaggledb.com/solutions

【开放 机器学习/数据科学/AI 竞赛大列表】 https://github.com/mlcontests/mlcontests.github.io

Kaggle卫星云图理解比赛第一名解决方案 https://github.com/pudae/kaggle-understanding-clouds

Kaggle RSNA颅内出血检测比赛第三名方案 https://github.com/okotaku/kaggle_rsna2019_3rd_solution

Kaggle入门实战 https://www.bilibili.com/video/av66097664/

'中国法研杯司法人工智能挑战赛之相似案例匹配第一名解决方案' https://github.com/GuidoPaul/CAIL2019

Kaggle 颅内出血检测比赛解决方案 https://github.com/darraghdog/rsna

Kaggle比赛优胜方案汇总 http://kagglesolutions.com/

Kaggle比赛泰坦尼克手把手入门 https://weibo.com/tv/v/I9sVGdysJ?fid=1034:4422561287632493

2019 Google 地标检索比赛第一名、第三名方案 https://arxiv.org/abs/1906.04087 https://github.com/lyakaap/Landmark2019-1st-and-3rd-Place-Solution

KDD Cup 2019 AutoML Track第一名方案 https://github.com/DeepBlueAI/AutoSmart

Kaggle新赛:Google地标检索挑战——大规模图像检索,新数据集包含700K图像,超过100K的独特地标 https://www.kaggle.com/c/landmark-retrieval-2019 Google地标检索比赛fast.ai起步包 https://github.com/ducha-aiki/google-retrieval-challenge-2019-fastai-starter

Kaggle以外的顶级数据科学比赛平台盘点 https://towardsdatascience.com/top-competitive-data-science-platforms-other-than-kaggle-2995e9dad93c

Flipkart机器学习挑战获胜经验分享 https://towardsdatascience.com/how-i-won-the-flipkart-ml-challenge-fcf1fcc9e06a

Spacenet 4航拍建筑物识别比赛前十经验分享 https://towardsdatascience.com/how-i-got-to-top-10-in-spacenet-4-challenge-5dbf020b6ffb

SpaceNet挑战卫星图片建筑物识别优胜方案介绍 https://github.com/SpaceNetChallenge/SpaceNet_Off_Nadir_Solutions https://medium.com/the-downlinq/the-spacenet-challenge-off-nadir-buildings-introducing-the-winners-b60f2b700266

Kaggle座头鲸识别比赛夺冠方案点评 https://medium.com/@vladislavshakhray_56227/a-gold-winning-solution-review-of-kaggle-humpback-whale-identification-challenge-53b0e3ba1e84

Kaggle人类蛋白质图谱图像分类比赛第三名方案 https://github.com/pudae/kaggle-hpa

从Kaggle Airbus卫星图像船只检测比赛学到的 https://medium.com/@YassineAlouini/lessons-learned-from-kaggles-airbus-challenge-252e25c5efac

如何赢取数据科学竞赛:向顶级Kaggle选手学习(How to Win a Data Science Competition: Learn from Top Kagglers) http://coursegraph.com/coursera-competitive-data-science

Kaggle卫星图像船舶检测比赛21名方案 https://github.com/pascal1129/kaggle_airbus_ship_detection

Kaggle Quick, Draw!涂鸦识别挑战优胜方案(代码) https://github.com/PavelOstyakov/predictions_balancing

Kaggle相机型号识别挑战(第二名方案)总结 https://github.com/ikibardin/kaggle-camera-model-identification

用Keras实现简单一维卷积 ,亲测可用一维卷积实例,及Kaggle竞赛代码解读 http://nooverfit.com/wp/%E7%94%A8keras%E5%AE%9E%E7%8E%B0%E7%AE%80%E5%8D%95%E4%B8%80%E7%BB%B4%E5%8D%B7%E7%A7%AF-%EF%BC%8C%E4%BA%B2%E6%B5%8B%E5%8F%AF%E7%94%A8%E4%B8%80%E7%BB%B4%E5%8D%B7%E7%A7%AF%E5%AE%9E%E4%BE%8B%EF%BC%8C/

用强化学习解决Kaggle西格玛投资公司金融预测比赛 https://github.com/llSourcell/Kaggle_Challenge_LIVE-Two-Sigma

(Kaggle)CVPR 2018 WAD视频分割挑战第二名方案 https://github.com/Computational-Camera/Kaggle-CVPR-2018-WAD-Video-Segmentation-Challenge-Solution

AI 比赛截止日期大列表(附software baselines/evaluation results) https://github.com/dieg0as/ai-challenge-deadlines

Kaggle TGS盐体识别挑战第22名方案32名方案 https://github.com/svishnu88/TGS-SaltNet https://github.com/mingmingDiii/kaggle_tgs https://github.com/ybabakhin/kaggle_salt_bes_phalanx https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69291 https://github.com/SeuTao/Kaggle_TGS2018_4th_solution https://github.com/tugstugi/pytorch-saltnet

Kaggle机器学习比赛指南 https://towardsdatascience.com/machine-learning-kaggle-competition-part-one-getting-started-32fb9ff47426

Data competition Top Solution 数据竞赛Top解决方案开源整理 https://github.com/Smilexuhc/Data-Competition-TopSolution

Jeff Heaton的Kaggle工具箱 https://github.com/jeffheaton/jh-kaggle-util

如何达到Kaggle竞赛top 2%?这里有一篇特征探索经验帖 https://mp.weixin.qq.com/s/SDCon7Uy-E4NlLN8JxzkFg

开箱即用的 Kaggle比赛深度学习pipeline https://github.com/PavelOstyakov/pipeline

FashionAI 天池竞赛 - Top5 技术方案简汇 https://www.aiuai.cn/aifarm881.html