# competition-baseline

**Repository Path**: YuBCS/competition-baseline

## Basic Information

- **Project Name**: competition-baseline
- **Description**: 数据科学竞赛各种baseline代码、思路分享
- **Primary Language**: Unknown
- **License**: GPL-3.0
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 1
- **Forks**: 0
- **Created**: 2021-01-11
- **Last Updated**: 2021-04-28

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# 数据竞赛Baseline & Topline分享

假如你是数据竞赛的初学者、爱好者，比赛的baseline不仅是比赛思路分享，同时也是一类数据问题的方法总结。本Repo想做的就是将收集并整理并分享各种比赛的baseline方案。

你可能会问为什么是baseline，而不是获胜者的代码分享？相比于获胜者的代码baseline代码都比较简单，容易整理和学习；其次baseline代码更加实用和简洁，适合入门学习。

## 数据竞赛

竞赛日历：http://coggle.club/

最新的竞赛信息和baseline推送，请关注：
- 竞赛公众号：[**Coggle数据科学**](https://t.zsxq.com/Eyn6EQr)
- 知乎专栏：[机器学习理论与数据竞赛实战](https://zhuanlan.zhihu.com/DataAI)

## 竞赛分享

每个比赛的详细分享请见[competition文件夹](https://github.com/datawhalechina/competition-baseline/tree/master/competition)；

## [CCF BDCI2020大数据与计算智能大赛](https://www.datafountain.cn/special/BDCI2020)
- 通用音频分类, [LGB](https://github.com/zjuzpw/baseline/blob/CCF2020BDCI/baseline_lgb.ipynb), [CNN, 0.9+](https://blog.csdn.net/wherewegogo/article/details/110369729)
- 遥感影像地块分割, [U-Net](https://aistudio.baidu.com/aistudio/projectdetail/1090790)
- 房产行业聊天问答匹配, [Bert](https://github.com/syzong/2020_ccf_qa_match), [RoBERTa](https://github.com/LogicJake/competition_baselines/tree/master/competitions/property_chat_pair)
- 小学数学应用题自动解题, [规则思路](https://discussion.datafountain.cn/questions/3169?new=0)
- 路况状态时空预测, [OTTO Lab](https://github.com/juzstu/ccf2020_didi), [异度侵入](https://mp.weixin.qq.com/s/1vJDOInUOdBgXtLdVcpsEA)
- 企业非法集资风险预测, [第一次打比赛](https://github.com/LogicJake/competition_baselines/tree/master/competitions/fund_raising_risk_prediction), [DLLXW](https://github.com/DLLXW/data-science-competition/tree/main/datafountain), [阿水](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E4%BC%81%E4%B8%9A%E9%9D%9E%E6%B3%95%E9%9B%86%E8%B5%84%E9%A3%8E%E9%99%A9%E9%A2%84%E6%B5%8B)
- 大数据时代的Serverless工作负载预测, [第一次打比赛（A榜0.208）](https://github.com/LogicJake/competition_baselines/tree/master/competitions/serverless_load_prediction), [siguo（A榜0.211）](https://blog.csdn.net/qq_48081601/article/details/109338443), [CNN-LSTM](https://zhuanlan.zhihu.com/p/301092469),[鱼佬(0.285)](https://mp.weixin.qq.com/s/Ovb1pic2nleQhTObIaj2Ww), [siliconx(0.311)](https://github.com/siliconx/serverless)
- 重点区域人群密度预测, [第1名方案](https://github.com/agave233/2020-CCF-Crowd-Flow-Prediction)

### [第四届工业大数据创新竞赛——算法赛道](http://www.industrial-bigdata.com/Challenge/title?competitionId=GKLEW707XP2O58KZNLO4UPYKCOIEQONH)
- 学习手册：https://coggle.club/learn/industrial-bigdata-4th/
- [注塑成型工艺的虚拟量测和调机优化](https://github.com/datawhalechina/competition-baseline/blob/master/competition/%E7%AC%AC%E5%9B%9B%E5%B1%8A%E5%B7%A5%E4%B8%9A%E5%A4%A7%E6%95%B0%E6%8D%AE%E5%88%9B%E6%96%B0%E7%AB%9E%E8%B5%9B%EF%BC%9A%E7%AE%97%E6%B3%95%E8%B5%9B%E9%81%93/%E6%B3%A8%E5%A1%91%E6%88%90%E5%9E%8B%E8%B5%9B%E9%81%93baseline.ipynb)

### [2020数字中国创新大赛大数据赛道](https://data.xm.gov.cn/opendata-competition/index.html#/)
- 入门注册手册：https://mp.weixin.qq.com/s/NurvUDyGwVC4sSwzEzDrwg
- 高德地图城市交通健康榜：https://report.amap.com/diagnosis/index.do
- 赛题1数据分析：[链接](https://github.com/datawhalechina/competition-baseline/tree/master/competition/2020DCIC-%E5%88%9B%E6%96%B0%E5%A4%A7%E8%B5%9B%E5%A4%A7%E6%95%B0%E6%8D%AE%E8%B5%9B%E9%81%93)
- 赛题2学习内容：[链接](https://coggle.club/learn/DCIC2020/), [录屏](https://www.bilibili.com/video/BV1tz4y1f7Wg/)

### [科大讯飞AI开发者大赛（2020年度）](http://challenge.xfyun.cn/)

- [脑PET图像分析和疾病预测挑战赛算法挑战大赛](https://github.com/datawhalechina/competition-baseline/tree/master/competition/%E7%A7%91%E5%A4%A7%E8%AE%AF%E9%A3%9EAI%E5%BC%80%E5%8F%91%E8%80%85%E5%A4%A7%E8%B5%9B-%E8%84%91PET%E5%9B%BE%E5%83%8F%E5%88%86%E6%9E%90%E5%92%8C%E7%96%BE%E7%97%85%E9%A2%84%E6%B5%8B%E6%8C%91%E6%88%98%E8%B5%9B%E7%AE%97%E6%B3%95%E6%8C%91%E6%88%98%E5%A4%A7%E8%B5%9B), CV类型比赛
- [温室温度预测挑战赛](https://github.com/datawhalechina/competition-baseline/tree/master/competition/%E7%A7%91%E5%A4%A7%E8%AE%AF%E9%A3%9EAI%E5%BC%80%E5%8F%91%E8%80%85%E5%A4%A7%E8%B5%9B-%E6%B8%A9%E5%AE%A4%E6%B8%A9%E5%BA%A6%E9%A2%84%E6%B5%8B%E6%8C%91%E6%88%98%E8%B5%9B), 结构化数据比赛
- [婴儿啼哭声识别挑战赛](https://github.com/datawhalechina/competition-baseline/tree/master/competition/%E7%A7%91%E5%A4%A7%E8%AE%AF%E9%A3%9EAI%E5%BC%80%E5%8F%91%E8%80%85%E5%A4%A7%E8%B5%9B-%E5%A9%B4%E5%84%BF%E5%95%BC%E5%93%AD%E5%A3%B0%E8%AF%86%E5%88%AB%E6%8C%91%E6%88%98%E8%B5%9B), 语音赛题比赛
- [事件抽取挑战赛](https://github.com/datawhalechina/competition-baseline/tree/master/competition/%E7%A7%91%E5%A4%A7%E8%AE%AF%E9%A3%9EAI%E5%BC%80%E5%8F%91%E8%80%85%E5%A4%A7%E8%B5%9B-%E4%BA%8B%E4%BB%B6%E6%8A%BD%E5%8F%96%E6%8C%91%E6%88%98), NLP类型比赛

### 结构化比赛

- [2020厦门国际银行数创金融杯建模大赛](https://www.dcjingsai.com/v2/cmptDetail.html?id=439&=76f6724e6fa9455a9b5ef44402c08653), [第一次打比赛](https://github.com/LogicJake/competition_baselines/tree/master/competitions/xiamen_international_bank_2020), [OTTO Lab](https://github.com/cXPromise/Datacasle_2020XM_Baseline), [0.46](https://github.com/BirderEric/XianmenBank)
- [2019厦门国际银行“数创金融杯”数据建模大赛](https://m.dcjingsai.com/cmptDetail.html?id=319), [yanqiangmiffy](https://github.com/yanqiangmiffy/Data-Finance-Cup), [shenxiangzhuang](https://github.com/shenxiangzhuang/Bank-Competition)
- [天池-零基础入门数据挖掘 - 二手车交易价格预测](https://tianchi.aliyun.com/competition/entrance/231784/introduction), [baseline链接](https://github.com/yangjiada/used_cars)
- [天池-2020数字中国创新大赛—算法赛：智慧海洋建设](https://github.com/datawhalechina/competition-baseline/tree/master/competition/Tianchi-2020%E6%95%B0%E5%AD%97%E4%B8%AD%E5%9B%BD%E5%88%9B%E6%96%B0%E5%A4%A7%E8%B5%9B%E2%80%94%E7%AE%97%E6%B3%95%E8%B5%9B%EF%BC%9A%E6%99%BA%E6%85%A7%E6%B5%B7%E6%B4%8B%E5%BB%BA%E8%AE%BE), 结构化数据比赛
- [DataFountain-乘用车细分市场销量预测](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E4%B9%98%E7%94%A8%E8%BD%A6%E7%BB%86%E5%88%86%E5%B8%82%E5%9C%BA%E9%94%80%E9%87%8F%E9%A2%84%E6%B5%8B), 结构化
数据比赛
- [DataFountain-离散制造过程中典型工件的质量符合率预测](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E7%A6%BB%E6%95%A3%E5%88%B6%E9%80%A0%E8%BF%87%E7%A8%8B%E4%B8%AD%E5%85%B8%E5%9E%8B%E5%B7%A5%E4%BB%B6%E7%9A%84%E8%B4%A8%E9%87%8F%E7%AC%A6%E5%90%88%E7%8E%87%E9%A2%84%E6%B5%8B), 结构化数据比赛
- [腾讯-2018腾讯广告算法大赛 Rank11](https://github.com/datawhalechina/competition-baseline/tree/master/competition/%E8%85%BE%E8%AE%AF-2018%E8%85%BE%E8%AE%AF%E5%B9%BF%E5%91%8A%E7%AE%97%E6%B3%95%E5%A4%A7%E8%B5%9B)，结构化数据比赛
- [腾讯-2018腾讯广告算法大赛 冠军](https://github.com/datawhalechina/competition-baseline/tree/master/competition/%E8%85%BE%E8%AE%AF-2019%E8%85%BE%E8%AE%AF%E5%B9%BF%E5%91%8A%E7%AE%97%E6%B3%95%E5%A4%A7%E8%B5%9B)，结构化数据比赛
- [天池-安泰杯跨境电商智能算法大赛](https://github.com/datawhalechina/competition-baseline/tree/master/competition/Tianchi-%E5%AE%89%E6%B3%B0%E6%9D%AF%E8%B7%A8%E5%A2%83%E7%94%B5%E5%95%86%E6%99%BA%E8%83%BD%E7%AE%97%E6%B3%95%E5%A4%A7%E8%B5%9B)，结构化数据比赛，**冠军法国南部**分享
- [点石-Retention Rate of Baidu Hao Kan APP Users](https://github.com/datawhalechina/competition-baseline/tree/master/competition/%E7%82%B9%E7%9F%B3-Retention%20Rate%20of%20Baidu%20Hao%20Kan%20APP%20Users)，结构化数据比赛
- [kaggle-two-sigma-connect-rental-listing-inquiries](https://github.com/datawhalechina/competition-baseline/tree/master/competition/kaggle-two-sigma-connect-rental-listing-inquiries)，结构化数据比赛
- [kaggle-allstate-claims-severity](https://github.com/datawhalechina/competition-baseline/tree/master/competition/kaggle-allstate-claims-severity)，结构化数据比赛
- [AI研习社-白葡萄酒品质预测](https://github.com/datawhalechina/competition-baseline/tree/master/competition/yanxishe-%E7%99%BD%E8%91%A1%E8%90%84%E9%85%92%E5%93%81%E8%B4%A8%E9%A2%84%E6%B5%8B)，结构化数据比赛
- [AI研习社-肌肉活动电信号推测手势](https://github.com/datawhalechina/competition-baseline/tree/master/competition/yanxishe-%E8%82%8C%E8%82%89%E6%B4%BB%E5%8A%A8%E7%94%B5%E4%BF%A1%E5%8F%B7%E6%8E%A8%E6%B5%8B%E6%89%8B%E5%8A%BF)，结构化数据比赛

### CV类型比赛

- [DC竞赛-AI助疫·口罩佩戴检测大赛](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DC%E7%AB%9E%E8%B5%9B-AI%E5%8A%A9%E7%96%AB%C2%B7%E5%8F%A3%E7%BD%A9%E4%BD%A9%E6%88%B4%E6%A3%80%E6%B5%8B%E5%A4%A7%E8%B5%9B), CV类型比赛
- [Kesci-中国华录杯人群密度检测](https://github.com/datawhalechina/competition-baseline/tree/master/competition/Kesci-%E4%B8%AD%E5%9B%BD%E5%8D%8E%E5%BD%95%E6%9D%AF%E4%BA%BA%E7%BE%A4%E5%AF%86%E5%BA%A6%E6%A3%80%E6%B5%8B), CV类型比赛
- [天池-心电人机智能大赛心电异常事件预测](https://github.com/datawhalechina/competition-baseline/tree/master/competition/Tianchi-%E5%BF%83%E7%94%B5%E4%BA%BA%E6%9C%BA%E6%99%BA%E8%83%BD%E5%A4%A7%E8%B5%9B%E5%BF%83%E7%94%B5%E5%BC%82%E5%B8%B8%E4%BA%8B%E4%BB%B6%E9%A2%84%E6%B5%8B), CV类型比赛
- [DataFountain-多人种人脸识别](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E5%A4%9A%E4%BA%BA%E7%A7%8D%E4%BA%BA%E8%84%B8%E8%AF%86%E5%88%AB), CV类型比赛
- [DataFountain-基于OCR的身份证要素提取](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E5%9F%BA%E4%BA%8EOCR%E7%9A%84%E8%BA%AB%E4%BB%BD%E8%AF%81%E8%A6%81%E7%B4%A0%E6%8F%90%E5%8F%96), CV类型比赛
- [DataFountain-视频版权检测算法](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E8%A7%86%E9%A2%91%E7%89%88%E6%9D%83%E6%A3%80%E6%B5%8B%E7%AE%97%E6%B3%95)，CV类型比赛
- [kaggle-quickdraw-doodle-recognition](https://github.com/datawhalechina/competition-baseline/tree/master/competition/kaggle-quickdraw-doodle-recognition)，CV类型比赛
- [TinyMind人民币面值&冠字号编码识别挑战赛](https://github.com/datawhalechina/competition-baseline/tree/master/competition/TinyMind%E4%BA%BA%E6%B0%91%E5%B8%81%E9%9D%A2%E5%80%BC%26%E5%86%A0%E5%AD%97%E5%8F%B7%E7%BC%96%E7%A0%81%E8%AF%86%E5%88%AB%E6%8C%91%E6%88%98%E8%B5%9B)，CV类型比赛
- [AI研习社-胸腔X光肺炎检测](https://github.com/datawhalechina/competition-baseline/tree/master/competition/yanxishe-%E8%83%B8%E8%85%94X%E5%85%89%E8%82%BA%E7%82%8E%E6%A3%80%E6%B5%8B)，CV类型比赛
- [AI研习社-肺炎X光病灶识别](https://github.com/datawhalechina/competition-baseline/tree/master/competition/yanxishe-%E8%82%BA%E7%82%8EX%E5%85%89%E7%97%85%E7%81%B6%E8%AF%86%E5%88%AB)，CV类型比赛
- [AI研习社-人脸年龄识别](https://github.com/datawhalechina/competition-baseline/tree/master/competition/yanxishe-%E4%BA%BA%E8%84%B8%E5%B9%B4%E9%BE%84%E8%AF%86%E5%88%AB)，CV类型比赛
- [AI研习社-美食识别挑战（1）：豆腐VS土豆](https://github.com/datawhalechina/competition-baseline/tree/master/competition/yanxishe-%E7%BE%8E%E9%A3%9F%E8%AF%86%E5%88%AB%E6%8C%91%E6%88%98%EF%BC%881%EF%BC%89%EF%BC%9A%E8%B1%86%E8%85%90VS%E5%9C%9F%E8%B1%86)，CV类型比赛
- [AI研习社-猫脸关键点检测](https://github.com/datawhalechina/competition-baseline/tree/master/competition/yanxishe-%E5%96%B5%E8%84%B8%E5%85%B3%E9%94%AE%E7%82%B9%E6%A3%80%E6%B5%8B)，CV类型比赛

### NLP类型比赛

- [AI研习社-IMDB评论剧透检测](https://github.com/datawhalechina/competition-baseline/tree/master/competition/yanxishe-IMDB%E8%AF%84%E8%AE%BA%E5%89%A7%E9%80%8F%E6%A3%80%E6%B5%8B)，NLP类型比赛
- [DataFountain-金融信息负面及主体判定](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E9%87%91%E8%9E%8D%E4%BF%A1%E6%81%AF%E8%B4%9F%E9%9D%A2%E5%8F%8A%E4%B8%BB%E4%BD%93%E5%88%A4%E5%AE%9A), NLP类型比赛
- [DataFountain-互联网金融新实体发现](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E4%BA%92%E8%81%94%E7%BD%91%E9%87%91%E8%9E%8D%E6%96%B0%E5%AE%9E%E4%BD%93%E5%8F%91%E7%8E%B0)，NLP类型比赛
- [DataFountain-技术需求与技术成果项目之间关联度计算模型](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E6%8A%80%E6%9C%AF%E9%9C%80%E6%B1%82%E4%B8%8E%E6%8A%80%E6%9C%AF%E6%88%90%E6%9E%9C%E9%A1%B9%E7%9B%AE%E4%B9%8B%E9%97%B4%E5%85%B3%E8%81%94%E5%BA%A6%E8%AE%A1%E7%AE%97%E6%A8%A1%E5%9E%8B)，NLP类型比赛
- [DataFountain-互联网新闻情感分析](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E4%BA%92%E8%81%94%E7%BD%91%E6%96%B0%E9%97%BB%E6%83%85%E6%84%9F%E5%88%86%E6%9E%90)，NLP类型比赛
- [biendata-智源&计算所-互联网虚假新闻检测挑战赛](https://github.com/datawhalechina/competition-baseline/tree/master/competition/biendata-%E6%99%BA%E6%BA%90%26%E8%AE%A1%E7%AE%97%E6%89%80-%E4%BA%92%E8%81%94%E7%BD%91%E8%99%9A%E5%81%87%E6%96%B0%E9%97%BB%E6%A3%80%E6%B5%8B%E6%8C%91%E6%88%98%E8%B5%9B)，NLP类型比赛
- [Tianchi-第三届阿里云安全算法挑战赛](https://github.com/datawhalechina/competition-baseline/tree/master/competition/Tianchi-%E7%AC%AC%E4%B8%89%E5%B1%8A%E9%98%BF%E9%87%8C%E4%BA%91%E5%AE%89%E5%85%A8%E7%AE%97%E6%B3%95%E6%8C%91%E6%88%98%E8%B5%9B)，NLP类型比赛

### 其他类型

- [DataFountain-企业网络资产及安全事件分析与可视化](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E4%BC%81%E4%B8%9A%E7%BD%91%E7%BB%9C%E8%B5%84%E4%BA%A7%E5%8F%8A%E5%AE%89%E5%85%A8%E4%BA%8B%E4%BB%B6%E5%88%86%E6%9E%90%E4%B8%8E%E5%8F%AF%E8%A7%86%E5%8C%96)
- [DataFountain-三角形图计算算法设计及性能优化](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E4%B8%89%E8%A7%92%E5%BD%A2%E5%9B%BE%E8%AE%A1%E7%AE%97%E7%AE%97%E6%B3%95%E8%AE%BE%E8%AE%A1%E5%8F%8A%E6%80%A7%E8%83%BD%E4%BC%98%E5%8C%96), 计算优化
- [DataFountain-云计算时代的大数据查询分析优化](https://github.com/datawhalechina/competition-baseline/tree/master/competition/DataFountain-%E4%BA%91%E8%AE%A1%E7%AE%97%E6%97%B6%E4%BB%A3%E7%9A%84%E5%A4%A7%E6%95%B0%E6%8D%AE%E6%9F%A5%E8%AF%A2%E5%88%86%E6%9E%90%E4%BC%98%E5%8C%96), 查询优化

其他链接：

- [Smile整理的竞赛优胜者代码分享](https://github.com/Smilexuhc/Data-Competition-TopSolution)
- [chizhu开源的高校赛2019 文本点击预测](https://github.com/chizhu/BDC2019)

## 贡献者(按照贡献ID排序)

- [阿水](https://www.zhihu.com/people/finlayliu/)
- [DOTA](https://www.zhihu.com/people/yuconan/)
- [Rain](https://www.zhihu.com/people/kingdoms/activities)
- [鱼遇雨欲语与余](https://www.zhihu.com/people/wang-he-13-93/)
- [yphacker](https://github.com/yphacker)

## 协作规范

欢迎大家fork并贡献代码，但请大家遵守以下规范和建议：

1. 代码请按照比赛的形式进行整理，写明比赛的网址、数据类型和解题赛题；

2. 代码请注明运行的环境，以及机器最低配置，如：
   - 操作系统：Linux，内存16G，硬盘无要求；
   - Python环境：Python2/3
   - Pytorch版本：0.4.0
   
3. baseline代码只能提供可运行的代码和思路，**请不要提供直接可以提交的结果文件；**

4. 代码提供者应对代码版权和共享权负责；

5. 如果发现Repo存在版权等相关问题，请邮件联系finlayliu@qq.com
  
## 关注我们

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## LICENSE

[GNU General Public License v3.0](https://github.com/datawhalechina/competition-baseline/blob/master/LICENSE)