python基础知识

https://www.afenxi.com/83983.html
https://developer.nvidia.com/zh-cn/blog/numba-python-cuda-acceleration/#:~:text=Numba%20%E7%9A%84%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86%E6%98%AF,%E5%87%BA%E7%9A%84%E4%B8%80%E5%A4%A7%E6%AD%A5%E3%80%82
https://www.yiibai.com/interview/250
https://www.nowcoder.com/discuss/353159161598910464
https://www.jianshu.com/p/efaa19594cf4
https://www.jianshu.com/p/232d3798af55
https://zhuanlan.zhihu.com/p/54430650
http://blog.itpub.net/30239065/viewspace-2750189/
https://blog.51cto.com/u_14246112/3157326#10_410
https://www.iamshuaidi.com/3052.html
https://www.iamshuaidi.com/3098.html
https://www.iamshuaidi.com/3088.html
https://www.lsbin.com/13437.html

Python数据清洗

https://juejin.cn/s/python%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E9%9D%A2%E8%AF%95%E9%A2%98
https://zhuanlan.zhihu.com/p/60241672
https://zhuanlan.zhihu.com/p/124989794
https://www.zhihu.com/question/50477642
https://blog.csdn.net/liumengqi11/article/details/113174269
https://zhuanlan.zhihu.com/p/32572237
https://zhuanlan.zhihu.com/p/32601421
https://zhuanlan.zhihu.com/p/32643663
https://zhuanlan.zhihu.com/p/571852755
https://zhuanlan.zhihu.com/p/59712253
https://www.cnblogs.com/showmeai/p/16628114.html

python可视化

https://juejin.cn/post/7178454100408238135
https://www.cnblogs.com/panchuangai/p/12567953.html
https://blog.csdn.net/wuzhongqiang/article/details/104131920
https://cloud.tencent.com/developer/article/1895634
https://huhuhang.com/post/machine-learning/seaborn-basic

https://zhuanlan.zhihu.com/p/61805956

https://zhuanlan.zhihu.com/p/68136613

请谈谈你的数据分析项目经验和技能。请介绍一下你对数据挖掘和数据分析的理解，你在这方面的经验和技能。请谈谈你对统计学、数据预处理、数据可视化和机器学习的理解和应用经验。你如何处理大型数据集？请谈谈你在大数据方面的经验。如何设计一个数据分析项目？请谈谈你的项目管理和沟通技巧。请分享一个你在数据分析方面遇到的挑战以及你如何解决它。如何保证数据的准确性和一致性？你有什么方法来检查和纠正数据质量问题？请描述一下你的编程经验，包括你使用哪些编程语言和开发工具。你认为什么是好的数据分析结果？你如何衡量数据分析的成功或失败？你有什么问题或想法，可以帮助我们更好地运用数据分析来解决业务问题吗？

数据挖掘

https://zhuanlan.zhihu.com/p/343106172
https://www.zhihu.com/question/30195311
https://cloud.tencent.com/developer/article/1892597
https://cloud.tencent.com/developer/article/1892597
https://zhuanlan.zhihu.com/p/37777074
https://mp.weixin.qq.com/s/Dv51K8JETakIKe5dPBAPVg
https://cloud.tencent.com/developer/article/1593435
https://zhuanlan.zhihu.com/p/49482623
https://blog.csdn.net/qq_34069667/article/details/107707600
https://blog.csdn.net/Tw6cy6uKyDea86Z/article/details/118686954?utm_medium=distribute.pc_relevant.none-task-blog-2_defaultbaidujs_baidulandingword~default-0-118686954-blog-107707600.235^v27pc_relevant_3mothn_strategy_and_data_recovery&spm=1001.2101.3001.4242.1&utm_relevant_index=3
https://www.nowcoder.com/discuss/353159158956498944?sourceSSR=users

SQL

https://zhuanlan.zhihu.com/p/68136613
https://www.cnblogs.com/showmeai/p/16567556.html
https://zhuanlan.zhihu.com/p/61805956
https://www.jianshu.com/p/c2ef5e3cb590
https://cloud.tencent.com/developer/article/2065069
https://www.cnblogs.com/chiangchou/p/mysql-8.html
https://blog.csdn.net/licent2011/article/details/121027640
https://segmentfault.com/a/1190000022996618
https://blog.51cto.com/u_13002900/5278820
https://www.techielearning.com/blog/sql-interview
https://www.shulanxt.com/doc/mysqldoc/rhyxh

pandas

https://blog.nowcoder.net/n/b84a872dd5da4430addd172b7621b385
https://www.ucloud.cn/yun/42637.html
https://posts.careerengine.us/p/625b9f6e895db81920426532
https://www.jianshu.com/p/4ab8720071dd
https://zhuanlan.zhihu.com/p/181503725
https://www.toutiao.com/article/7133104723049398821/
https://www.muyuanzhan.com/tutorials/python/6241.html
https://blog.51cto.com/u_15091060/2681266
https://www.srcmini.com/33324.html
http://www.wityx.com/post/243661_1_1.html
https://blog.csdn.net/weixin_42232219/article/details/120340503
https://mp.weixin.qq.com/s?__biz=Mzg5OTU3NjczMQ==&mid=2247510041&idx=1&sn=28a6f7640eaa1fd496201ee4be615167&source=41#wechat_redirect
https://mp.weixin.qq.com/s?__biz=Mzg5OTU3NjczMQ==&mid=2247510042&idx=1&sn=63aa332a7fd6713ef474bc13b1971086&source=41#wechat_redirect
https://mp.weixin.qq.com/s?__biz=Mzg5OTU3NjczMQ==&mid=2247510044&idx=1&sn=4f1db564b5f9e085ff6d9be139089747&source=41#wechat_redirect
https://mp.weixin.qq.com/s?__biz=Mzg5OTU3NjczMQ==&mid=2247510044&idx=1&sn=4f1db564b5f9e085ff6d9be139089747&source=41#wechat_redirect
https://mp.weixin.qq.com/s?__biz=Mzg5OTU3NjczMQ==&mid=2247510047&idx=1&sn=d035a7d49034dbd33f583009aae4f01d&source=41#wechat_redirect
https://mp.weixin.qq.com/s?__biz=Mzg5OTU3NjczMQ==&mid=2247510053&idx=1&sn=9be571c1e6595e913e55cd3a06387055&source=41#wechat_redirect

统计学知识点

https://zhuanlan.zhihu.com/p/528301789
https://www.jianshu.com/p/d267d6c2d6d0
https://www.jianshu.com/p/c8e67332144e
https://www.jianshu.com/p/626cd4b7373a
https://blog.csdn.net/qq_34069667/article/details/107941951
https://blog.csdn.net/qq_34069667/article/details/108080445
https://blog.csdn.net/qq_34069667/article/details/108087860
https://jishuin.proginn.com/p/763bfbd6c9ba
https://jishuin.proginn.com/p/763bfbd6c9ba
https://www.nowcoder.com/discuss/353159148298772480
https://www.nowcoder.com/discuss/353159148323938304?sourceSSR=users

AB测试

https://blog.csdn.net/junhongzhang/article/details/122076335
https://zhuanlan.zhihu.com/p/375902281

分析思维

https://zhuanlan.zhihu.com/p/358102773
https://zhuanlan.zhihu.com/p/272534851
https://zhuanlan.zhihu.com/p/560296722
https://zhuanlan.zhihu.com/p/44109029

指标体系构建

https://www.zhihu.com/question/38316057
https://zhuanlan.zhihu.com/p/153286082
https://help.fanruan.com/dvg/doc-view-49.html
https://www.woshipm.com/data-analysis/5337476.html
https://cloud.tencent.com/developer/article/1548039
https://www.jianshu.com/p/e458580cd57f
https://www.jianshu.com/p/e458580cd57f

数据质量管理

https://www.zhihu.com/question/23120695
https://zhuanlan.zhihu.com/p/553422856
https://zhuanlan.zhihu.com/p/446076547
https://www.ibm.com/docs/zh/iis/11.5?topic=overview-data-quality-controls-analysis
https://www.esensoft.com/knowledge/393.html
https://jishuin.proginn.com/p/763bfbd6f19a
https://zhuanlan.zhihu.com/p/165051200
https://zhuanlan.zhihu.com/p/541648579
https://zhuanlan.zhihu.com/p/37078852
https://zhuanlan.zhihu.com/p/413450595
https://zhuanlan.zhihu.com/p/571493081
https://zhuanlan.zhihu.com/p/437112652

linux常问问题

https://mdnice.com/writing/943c9e465d6446c0bbc24dd6460e2941
https://cloud.tencent.com/developer/article/1527665
https://www.jianshu.com/p/4bca8fe8a878
https://zhuanlan.zhihu.com/p/74935718

https://blog.csdn.net/zlx312/article/details/7939855

总体面经

https://www.cnblogs.com/hello-/articles/10871394.html
https://gocoding.org/zh-CN/python-interview-questions/
https://zhuanlan.zhihu.com/p/501094014
https://posts.careerengine.us/p/60cfe62ee9fd5a2fb3809422
https://www.jiqizhixin.com/articles/2019-03-06-12
https://bookdown.org/yufree/datadown/intro.html#%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6
https://posts.careerengine.us/p/62c76cb4c51e794eef34b459

自己项目

点云 滤波/离群点检测
https://blog.csdn.net/qq_30815237/article/details/86294496
https://sunwukong.blog.csdn.net/article/details/114385690?spm=1001.2101.3001.6661.1&utm_medium=distribute.pc_relevant_t0.none-task-blog-2%7Edefault%7ECTRLIST%7EPayColumn-1-114385690-blog-86294496.235%5Ev27%5Epc_relevant_3mothn_strategy_and_data_recovery&depth_1-utm_source=distribute.pc_relevant_t0.none-task-blog-2%7Edefault%7ECTRLIST%7EPayColumn-1-114385690-blog-86294496.235%5Ev27%5Epc_relevant_3mothn_strategy_and_data_recovery&utm_relevant_index=1
noise label
https://github.com/wanboyang/papers/blob/master/topic-reviews/learning-with-noisy-labels.md
https://zhuanlan.zhihu.com/p/442736238
https://zhuanlan.zhihu.com/p/488970312