机器学习/深度学习相关比赛、挑战大列表 https://github.com/skrish13/ml-contests-conf
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
【Kaggle新赛：Google地标识别挑战2020】 https://www.kaggle.com/c/landmark-recognition-2020/overview
【Kaggle Deepfake检测比赛第二名方案】 https://github.com/cuihaoleo/kaggle-dfdc
Kaggle Deepfake检测比赛第三名方案 https://github.com/NTech-Lab/deepfake-detection-challenge
【Kaggle换脸检测比赛第五名方案】 https://github.com/jphdotam/DFDC
【Deepfake检测挑战总结】 https://ai.facebook.com/blog/deepfake-detection-challenge-results-an-open-initiative-to-advance-ai/
【Waymo开放数据集挑战2D检测与追踪比赛第三名方案】’Baseline for 2D Object Detection and Tracking: Cascade R-CNN X152 and SORT - 3rd place solution of Waymo open dataset challenge 2D tracking track' https://github.com/xuyuan/waymo_2d_tracking
https://github.com/greathope/CV_Competitions
室内房间布局估计和室外街景平面检测 https://holistic-3d.github.io/eccv20/challenge.html
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：用图像分析识别麦穗 https://www.kaggle.com/c/global-wheat-Detection
【2020 AI城市挑战赛优胜团队代码】 https://github.com/NVIDIAAICITYCHALLENGE/2020AICITY_Code_From_Top_Teams
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新赛：抽象与推理挑战，“解决以前从未见过的推理任务” https://www.kaggle.com/c/abstraction-and-reasoning-challenge
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入门】《Getting started with kaggle》 https://medium.com/wids-mysore/getting-started-with-kaggle-de4d3a9d34cf
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
【Kaggle麦穗检测比赛第11名方案】 https://github.com/amirassov/kaggle-global-wheat-detection
TransferDet：CVPPP 2020小麦检测挑战第三名方案 https://github.com/liaopeiyuan/TransferDet
机器学习/深度学习报告、Kaggler优胜模型、深度学习最佳实践大列表 https://github.com/wandb/awesome-dl-projects
Kaggle鸟鸣识别比赛第一名方案 https://github.com/ryanwongsa/kaggle-birdsong-recognition
MoA比赛：Keras + KerasTuner 最佳实践 https://www.kaggle.com/fchollet/moa-keras-kerastuner-best-practices/
RTC2020_EfficientSR：超分辨率图像性能挑战赛优胜方案 https://github.com/zdyshine/RTC2020_EfficientSR
Kaggle PANDA前列腺癌分级评估比赛第一名方案 https://github.com/kentaroy47/Kaggle-PANDA-1st-place-solution
Zindi小麦作物生长阶段预测比赛第一名方案 https://github.com/ybabakhin/zindi_wheat_growth
Kaggle地标识别2020比赛优胜方案 https://github.com/psinger/kaggle-landmark-recognition-2020-1st-place https://arxiv.org/abs/2010.01650
2020第二届Google地标识别比赛第二名方案 https://github.com/bestfitting/instance_level_recognition
xView2建筑灾害损失评估比赛第一名方案 https://github.com/DIUx-xView/xView2_first_place
Google地标识别2020比赛第三名方案 https://github.com/haqishen/Google-Landmark-Recognition-2020-3rd-Place-Solution
中国科学技术大学第七届信息安全大赛的官方与非官方题解 https://github.com/USTC-Hackergame/hackergame2020-writeups
Kaggle大数据集高效访问教程 https://www.kaggle.com/rohanrao/tutorial-on-reading-large-datasets
(Kaggle) Lyft自主车辆运动预测比赛第4名方案 https://github.com/pfnet-research/kaggle-lyft-motion-prediction-4th-place-solution
Kaggle Google Research Football Competition足球比赛第8名方案 https://github.com/seungeunrho/football-paris
Kaggle Lyft无人驾驶运动预测比赛第三名方案 https://github.com/asanakoy/kaggle-lyft-motion-prediction-av
Chinese-DeepNER-Pytorch - 天池中药说明书实体识别挑战冠军方案 https://github.com/z814081807/DeepNER
Kaggle药物作用机制预测比赛第二名方案 https://github.com/baosenguo/Kaggle-MoA-2nd-Place-Solution
贝壳找房-房产行业聊天问答匹配比赛第一名方案 https://github.com/xv44586/ccf_2020_qa_match
ECCV-TAO-2020第一名方案 https://github.com/feiaxyt/Winner_ECCV20_TAO
SIIM-OSIC黑色素瘤分类第二名方案 https://github.com/i-pan/kaggle-melanoma
SIIM-ISIC黑素瘤分类第一名方案 https://github.com/haqishen/SIIM-ISIC-Melanoma-Classification-1st-Place-Solution
微软 Indoor Location Competition 2.0正式上线Kaggle！首次公开覆盖200+商场1000+楼层27K+真实路径的数据集
https://github.com/DLLXW/data-science-competition
1st Place Solutions of 3D AI Challenge 2020(IJCAI-PRICAI 2020 Workshop) - Instance Segmentation Track https://github.com/zehuichen123/3DFuture_ins_seg
MICCAI 2020 TN-SCUI挑战分割任务第一名方案 https://github.com/WAMAWAMA/TNSCUI2020-Seg-Rank1st
Kaggle优胜解决方案和想法集 https://farid.one/kaggle-solutions/ github.com/faridrashidi/kaggle-solutions
Keras实例教程：Perceiver图像分类 https://keras.io/examples/vision/perceiver_image_classification/
AI City 2021自然语言车辆检索比赛优胜方案 github.com/ShuaiBai623/AIC2021-T5-CLV
Facebook主办的相似图片搜索竞赛 https://www.drivendata.org/competitions/79/competition-image-similarity-1-dev/
Kaggle鸟叫识别第三名方案 github.com/TheoViel/kaggle_birdcall_identification
卫星图像变化检测挑战第一名解决方案 github.com/LiheYoung/SenseEarth2020-ChangeDetection
Kaggle 30天挑战：两周实战入门，两周比赛挑战 https://www.kaggle.com/thirty-days-of-ml
SLICED机器学习比赛参赛心得 http://varianceexplained.org/r/sliced-ml/
2021 AI City Challenge优胜代码集 github.com/NVIDIAAICITYCHALLENGE/2021AICITY_Code_From_Top_Teams
Kaggle推文情感抽取大赛一等奖方案 github.com/heartkilla/kaggle_tweet
ETCI 2021洪水检测比赛第二名方案 github.com/sidgan/ETCI-2021-Competition-on-Flood-Detection
【"Kaggle机器学习30天入门挑战"全程演练】 https://www.bilibili.com/video/BV1Jh411q7eZ/
Kaggle比赛解决方案集锦 https://farid.one/kaggle-solutions/
"Kaggle机器学习30天入门挑战"经验分享 https://www.bilibili.com/video/BV1y44y1v73A/ https://www.youtube.com/c/kaggle/videos
github.com/fsoft-ailab/Data-Competition
QQ浏览器2021AI算法大赛赛道一 第1名 方案 github.com/zr2021/2021_QQ_AIAC_Tack1_1st
一些比赛解决方案：微信大数据2021 1st，2021微信大数据挑战赛 第一名、QQ浏览器2021AI算法大赛赛道一 第三名、2020全国人工智能大赛 AI+遥感影像 第二名、2020 MIND新闻推荐 第一名 github.com/chenghuige/pikachu2
Kaggle推出Community Competitions社区竞赛：任何人都可以为自己的学校、企业或社区创建和举办竞赛，无需支付任何费用 https://www.kaggle.com/product-feedback/294337
PRCV2021_ChangeDetection_Top3 - PRCV2021变化检测竞赛第三名解决方案 github.com/likyoo/PRCV2021_ChangeDetection_Top3
xView3卫星图像船只检测竞赛第二名方案 github.com/selimsef/xview3_solution
Kaggle比赛解决方案集锦 https://farid.one/kaggle-solutions/
Kaggle宠物照片受欢迎程度预测比赛第一名方案 https://www.kaggle.com/c/petfinder-pawpularity-score/discussion/301686
Kaggle Competitions Master之路(心得&经验分享) amontgomerie.github.io/2022/02/10/kaggle-journey.html
【Kaggle Happywhale鲸/海豚识别比赛第一名方案分享】’1st Place Solution of Kaggle Happywhale Competition' by Kenshin Abe GitHub: github.com/knshnb/kaggle-happywhale-1st-place
【Kaggle Pipeline for Kaggle TPS August 2022：Kaggle表格数据竞赛基础pipeline】’Kaggle Pipeline for Kaggle TPS August 2022 - Kaggle Pipeline for tabular data competitions' by Arnab Biswas GitHub: github.com/arnabbiswas1/kaggle_pipeline_tps_aug_22
'AI-Competition-Collections - 收集整理各种人工智能比赛经验帖' by SWHL GitHub: github.com/SWHL/AI-Competition-Collections
【Paddy Disease Kaggle比赛手把手实战演练】“Live-coding (aka walk-thrus) - Part 1 2022 - fast.ai Course Forums” by Jeremy Howard https://forums.fast.ai/t/live-coding-aka-walk-thrus/96617
【Kaggle No.1之路】《Dieters Blog - Becoming world’s 1st - Achieving competitions grandmaster》by Christof Henkel christofhenkel.github.io/dieters-blog-v2/posts/2022-11-20-chapter-3.html
【Kaggle Models 发布，Kaggle 官方的预训练模型集市，用户可以在这里发现和使用预训练模型，目前提供了近 2000 个Google、DeepMind 和其他开放模型的精选集，旨在通过社区的帮助创建一个繁荣的模型中心】“Kaggle Models: Find Pre-trained Models” https://www.kaggle.com/models https://www.kaggle.com/discussions/product-feedback/391200
【(Kaggle) Google - ASL Fingerspelling Recognition竞赛优胜解决方案】'1st place solution to the Google - American Sign Language Fingerspelling Recognition competition' ChristofHenkel GitHub: github.com/ChristofHenkel/kaggle-asl-fingerspelling-1st-place-solution