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PracticeProject

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实战项目：Python入门到进阶、Python可视化、Python自动化办公、高效工具、商业数据分析、爬虫、大数据

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## 🙋 Hi there 🌱  微信公众号干货分享

为方便技术交流，本号开通了技术交流群，交流学习请添加小助手微信号：pythoner666，或者关注微信公众号『Python学习与数据挖掘』，后台回复：加群

> 该项目会**持续维护**，欢迎各位补充，喜欢点个赞，谢谢！

- Python入门到进阶
- Python趣味篇
- Python可视化
- Python自动化办公
- 高效工具
- 商业数据分析(方法论、实战)
- Python爬虫
- 机器学习
- 常用网站(新增)
- 资料工具
- 大数据(待补充)

#### 1、Python入门到进阶

- [必须要掌握的Python代码，短小精悍，非常实用](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604047&idx=1&sn=3b3ccb279480fa2dd869dbfb6bb6cbaf&chksm=8f8cb405b8fb3d13d305b48bf07c0288d0d5adef1fb39b61cfafbb1d1f41f12a9fdc3801bef5&token=1265548966&lang=zh_CN#rd)

- [英伟达小姐姐的7大Python技巧合集，Github点赞量高达2500+](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605211&idx=1&sn=5f988aca48fcc9d86b41d88f62670838&chksm=8f8ccf91b8fb4687ba6645981ce82a98f67d25f0d081cb7e8ea687122b70a2c4422697f3e101&token=1265548966&lang=zh_CN#rd)

- [提升Python数据处理效率，内建模块collections需要了解一下](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604072&idx=1&sn=399ab2191e7f39aeae6c0c0818613a64&chksm=8f8cb422b8fb3d343e0d4e5459694c55aa56ffa964a669c83218da714e27d02b73e17f3d5745&token=1265548966&lang=zh_CN#rd)

- [用了这么久Python，这些好玩又实用的库竟然不知道](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604132&idx=1&sn=61c108078c5fe2df4beaa91dab5a9919&chksm=8f8cb46eb8fb3d7854bcce84d752de520465f0563517c48ac3a232155e60f3c931be05615cca&token=1265548966&lang=zh_CN#rd)

- [Python从菜鸟到高手，这些功能强大的技巧要掌握](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604165&idx=1&sn=68f59646265aef19478be5d35f6180d6&chksm=8f8cb38fb8fb3a990a457fd5ea08fd51acc527955d18e7f943bdef5f5a5a15283d38d2c31a36&token=1265548966&lang=zh_CN#rd)

- [Python从菜鸟到进阶，设计模式必须要会！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604291&idx=2&sn=9b9704b741beb19f6d3c0d9163d96d47&chksm=8f8cb309b8fb3a1f9356a87491d09e91aa0ba6c5f76033c3c2616124f852d8b85bb543e28b6c&token=1265548966&lang=zh_CN#rd)

- [如何利用Python处理JSON格式的数据接口](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604207&idx=1&sn=2779d8546d607e3be0b9bda1f854f80c&chksm=8f8cb3a5b8fb3ab36e823e8d92765ed6610bad3726101a720145bb3c294e79a4de967141d189&token=1265548966&lang=zh_CN#rd)

- [太赞了！只要五招就可以让Python代码这么优雅！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604508&idx=1&sn=ba975565d698ed9c421efd1dbbb8ba5d&chksm=8f8cb2d6b8fb3bc023ad77a0506289f53d48d064b5e65e60474693b52eb40a8a7bcb5e7847f3&token=1265548966&lang=zh_CN#rd)

- [教你5招，大幅提升Python数据处理速度！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604821&idx=1&sn=9d41441d5d5eeb1397e1518816e79882&chksm=8f8cb11fb8fb380936cf6b59f8b6dcf953b85e8a4986a3381e2512967559be78dab307c8977a&token=1265548966&lang=zh_CN#rd)

#### 2、Python趣味篇

- [用Python做一个微博热搜榜的语音播报](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604351&idx=2&sn=fe4ea8028c06dfbe4c923283076c7298&chksm=8f8cb335b8fb3a235a9a5e3d6647e85679988c4c728680c2fa96586f0a9a50b0cd63786f6117&token=1265548966&lang=zh_CN#rd)

- [Python帮你把B站上喜欢的视频下载下来](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604269&idx=1&sn=9a888a2c032a3690d2560c783f9e1f06&chksm=8f8cb3e7b8fb3af12be7b4dc12f897acd30a74bfea1038e3030851097dabc40b737b36b703eb&token=1265548966&lang=zh_CN#rd)

- [致青春！一行Python代码勾起了满满的童年回忆！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604672&idx=1&sn=0e226ecd04bbcc0830ae57a31641d5bf&chksm=8f8cb18ab8fb389cf061e3fae4e3b8918d48d44f19834ec005d7e730f5d8d576d9249d2fda20&token=1265548966&lang=zh_CN#rd)

- [对不起，分手吧，我爱上了你做的聊天机器人！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604689&idx=1&sn=ea016d2d6b5a9b5536b058924acaf392&chksm=8f8cb19bb8fb388dc3f38be377ce2bb1c2fe948031040ad9da14adbf4197fceb1ea85975141c&token=1265548966&lang=zh_CN#rd)

- [618购物节要到了，Python帮你实现商品有货的微信提醒](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604586&idx=1&sn=83431c492604b9ff8f97d51a904874e0&chksm=8f8cb220b8fb3b36f53b50385f5fdc272c32ef0996e6cbb5960b7f518d65551583eb410235e1&token=1265548966&lang=zh_CN#rd)

#### 3、Python可视化

- [Python绘图库，能做到极致简洁也只有Seaborn了](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448606321&idx=2&sn=c3b6b8e51950f7a24ab56365fc447ccb&chksm=8f8ccbfbb8fb42edb19e0c6b6c42fd31c7d4d0f15a6d25bc2d472f6b658df8a6ec65c8c38fe1&token=1265548966&lang=zh_CN#rd)

- [制作一份可视化的旅行攻略，疫情后来场说走就走的旅行](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604964&idx=2&sn=a6a9a6a52ae3f85c46c926a322fedf4c&chksm=8f8cb0aeb8fb39b85a5856ffa2223fe03fd99f7bae8f170743ab21ab02ed3c5aa2da5431b376&token=1265548966&lang=zh_CN#rd)

- [必须掌握这些Python动态炫酷图，画面唯美，非常实用](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604101&idx=1&sn=1c4a45abb2bdbc94ba727f86bbd616a2&chksm=8f8cb44fb8fb3d5951f9d11c730bcfa826434775afcdc96907cac907d7f6edf8ad1019a04a92&token=1265548966&lang=zh_CN#rd)

- [以疫情数据为例，教你用Python绘制出全球疫情可视化动态图](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604426&idx=1&sn=47a0a6935000c35f8ae6005c453cd53d&chksm=8f8cb280b8fb3b962385aab94cee559d95572bc0fc1bc8b64530805a53022f671cfc97d17b31&token=1265548966&lang=zh_CN#rd)

#### 4、Python自动化办公

- [付费？是不可能的！处理 PDF 只需几行代码，彻底解放双手！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448606321&idx=2&sn=c3b6b8e51950f7a24ab56365fc447ccb&chksm=8f8ccbfbb8fb42edb19e0c6b6c42fd31c7d4d0f15a6d25bc2d472f6b658df8a6ec65c8c38fe1&token=1265548966&lang=zh_CN#rd)

- [Python办公自动化｜10个方法，是时候对Excel下手了](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448606079&idx=2&sn=7ab3962b6ec973cc51834d9e01b0aaca&chksm=8f8cccf5b8fb45e3859753ccbb7ef8604726acbc6c8cedbfdd24bd32bef895afcdbf6242a181&token=1265548966&lang=zh_CN#rd)

- [Python办公自动化｜只需三秒，一键生成数据分析报告！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448606079&idx=2&sn=7ab3962b6ec973cc51834d9e01b0aaca&chksm=8f8cccf5b8fb45e3859753ccbb7ef8604726acbc6c8cedbfdd24bd32bef895afcdbf6242a181&token=1265548966&lang=zh_CN#rd)

#### 5、高效工具

- [商业数据可视化工具，能做到极致方便的也只有 Tableau 了！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448606419&idx=2&sn=9e26faf3f330b7ee04b4aabb9444ecd1&chksm=8f8ccb59b8fb424faf2ee1c252ebe8ad142da06578c2b767ad0eb9f11302620292b25afb7841&token=1265548966&lang=zh_CN#rd)

- [8个好用到爆炸的Jupyter Notebook小技巧！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605700&idx=2&sn=6cc1c4399d08463f1c2a2607e797f0e0&chksm=8f8ccd8eb8fb449831f0deb92bc05dd42ac038bd93a1ce9a0a22329e70be885c537030f5d0f3&token=1265548966&lang=zh_CN#rd)

- [我知道你听过Jupyter Notebook，试问一下，你真的会用它吗](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605566&idx=2&sn=c37e2b4f66da9e59bc8d1d62b71d1d4e&chksm=8f8ccef4b8fb47e2c90f7949b735c0d5abdcb49e241be594734c9d43b4322b8773dfa7bc18e2&token=1265548966&lang=zh_CN#rd)

- [推荐8款功能强大、非常实用的提效利器！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604819&idx=2&sn=f1edc63e7f23e0298ccefa7a8b26a38b&chksm=8f8cb119b8fb380f3798ec5a90cc22797b11d8799b7914cb688acc535ef30d1f0952c3428a30&token=1265548966&lang=zh_CN#rd)

- [GitHub热榜｜5款优质的Python小工具，最后一款真神器！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604689&idx=2&sn=8e683439544a10a6933b71750b46698d&chksm=8f8cb19bb8fb388dd5b7d056a5c024f6bc85c30acd84d456459cf79f09913e8b651b44b72aa4&token=1265548966&lang=zh_CN#rd)

#### 6、商业数据分析(方法论、实战)

- [一文详解八大数据分析方法，数据分析必备！](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605498&idx=1&sn=8fff375c703d6954fa6669caa8a601cb&chksm=8f8cceb0b8fb47a6bcf19672aec783065ddf44ec1817997de26bc656c892d25118a704bb36b2&token=1265548966&lang=zh_CN#rd)

- [从入门到进阶，那些让你看了以后大呼过瘾的数据分析六件套](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605375&idx=2&sn=32f818394a3e731c25afd927f9d83e2e&chksm=8f8ccf35b8fb46230303b935fbf86b70a9d24e615790760efee4fb17ce33fb81c69cd57cd94a&token=1265548966&lang=zh_CN#rd)

- [Python分析了5年的沪指数据，这茬韭菜没那么容易被割](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605270&idx=1&sn=cd5e02b7fdac6e7fd1d3f6ac6996b97c&chksm=8f8ccfdcb8fb46ca2c1f7380e6253f246dcda876beb5b97ab7e4a0cda0d98604c84f07f096c7&token=1265548966&lang=zh_CN#rd58c15e9e02784250086d97e047bb6100007&token=1265548966&lang=zh_CN#rd)

- [干货｜只需5步，手把手教你识别客户购买意愿(附代码数据)](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605895&idx=1&sn=5ba86b3cf229e29bf1867f699dda65cc&chksm=8f8ccd4db8fb445b1785f03da4cbec70b67043e0058c15e9e02784250086d97e047bb6100007&token=1265548966&lang=zh_CN#rd)

- [实战｜手把手教你如何去做一份商业数据分析报告](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604816&idx=1&sn=3d78c63487889a1a2657c871c82ea4ee&chksm=8f8cb11ab8fb380c098871b46e9bba239e13abee6b4cf110c2f6c61cfaccb233c5588c4016f6&token=1265548966&lang=zh_CN#rd)

- [Python数分实战｜从六个视角分析了58万条电商用户行为数据](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605606&idx=2&sn=58fd5cba84afa247829b5d2c4571dc83&chksm=8f8cce2cb8fb473a5be6e36ec7fdf10ebbbf5701e36dca50e75735f28f3a366eb1df0734513c&token=1265548966&lang=zh_CN#rd)

- [干货｜只需5步，手把手教你识别客户购买意愿(附代码数据)](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605895&idx=1&sn=5ba86b3cf229e29bf1867f699dda65cc&chksm=8f8ccd4db8fb445b1785f03da4cbec70b67043e0058c15e9e02784250086d97e047bb6100007&token=1265548966&lang=zh_CN#rd)

- [数字化转型时代，数据如何驱动产品迭代](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448603986&idx=1&sn=4398290cd2671d04873f45681508c2c2&chksm=8f8cb4d8b8fb3dceb736113b575b1a161b014702ac484e5c11465cc6208766c5750ea88badd9&token=1265548966&lang=zh_CN#rd)

#### 7、Python爬虫

- [精美汉服，送女友必备，Python百行代码带你玩转汉服圈!](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448605416&idx=2&sn=5e64224a1506bd49f9d22136df5bac11&chksm=8f8ccf62b8fb46745154788c1626522e20e0c28bf8c87ab6f9e2276534bb04cd4ec04df88b28&token=1265548966&lang=zh_CN#rd)

- [干货｜Python爬取《去哪儿》3.8万条攻略数据](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604964&idx=1&sn=64c00e57fad9703fe343d04e2c1123be&chksm=8f8cb0aeb8fb39b850c2f1d6fe8365f2953c2946d468dc45ab5064f4a12d1a43935baf49c91e&token=1265548966&lang=zh_CN#rd)

- [用Python爬取今日头条，里面的东西统统白送!](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604895&idx=2&sn=a832c9a95a4f5d1e05d4c460ca42aa2a&chksm=8f8cb155b8fb38436024f3b6638e34055a9e4387a6b5e18d3e4ef40183f188d941575f41cddb&token=1265548966&lang=zh_CN#rd)

- [今年的就业形势有多严峻？Python爬取前程无忧招聘数据来分析](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604558&idx=1&sn=197b4cd4f154ba69a71060a9c5fd8ab6&chksm=8f8cb204b8fb3b123fff8e9ff8e98e1596804364847e52ab329f6193bdd47dc68600b223cfa6&token=1265548966&lang=zh_CN#rd)

- [Python爬虫过程中验证码识别的三种解决方案](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604271&idx=1&sn=861f3ceeb173213ac9fece1a635bb99c&chksm=8f8cb3e5b8fb3af3e63d32423cfbf9f6a5b1ef860207478a55e6a6113c8f9709376c9588cc95&token=1265548966&lang=zh_CN#rd)

- [Python帮你分析携程，旅游业受疫情冲击影响几何](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604245&idx=1&sn=438a05e90ff405cf1da3833fd21a6d23&chksm=8f8cb3dfb8fb3ac99e32879226f119b3dceee1d5253b26e4746e0a898585bab819cf42693c6b&token=1265548966&lang=zh_CN#rd)

- [用Python来揭秘吃瓜群众是如何看待罗志祥事件的](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604185&idx=1&sn=25b63c201085f130e7b239081dba6330&chksm=8f8cb393b8fb3a85335072b3eb8b8c10bf88343ffb655743275b0761bf7d458231ae643e53bf&token=1265548966&lang=zh_CN#rd)

- [Python爬取淘宝，轻松帮你分析全网谁家的热干面最畅销](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604164&idx=1&sn=77861fd87cb0f062ab07f5a1570f3c0c&chksm=8f8cb38eb8fb3a985e6b2832fc3c24f3e4dc5506be6075694922ff7e0cedbb3dd1c4f6f53a38&token=1265548966&lang=zh_CN#rd)

- [Python爬取腾讯视频，帮助解决挑选电影费时费力的烦恼](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604019&idx=1&sn=384c681d2fbc64cc06e4cf6922e3f392&chksm=8f8cb4f9b8fb3defaf844b11aadf6a0e712da3c24a7917a23afdc9ef3ed15262be58b4f0bb31&token=1265548966&lang=zh_CN#rd)

- [618购物节要到了，Python爬取京东，帮你实现商品有货的微信提醒](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604586&idx=1&sn=83431c492604b9ff8f97d51a904874e0&chksm=8f8cb220b8fb3b36f53b50385f5fdc272c32ef0996e6cbb5960b7f518d65551583eb410235e1&token=1265548966&lang=zh_CN#rd)

#### 8、机器学习

- [双向LSTM在解决序列分类问题的实践分享](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448603952&idx=1&sn=2fcca9fcb8434763070b622b0835fca1&chksm=8f8cb4bab8fb3dac06305b524d69f01ee0685010d1cc5fb65e1ccf3ee94b4b1bba5e6e1003f6&token=1265548966&lang=zh_CN#rd)

- [干货分享｜数据领域的小伙伴，异常检测这一篇就够了](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604090&idx=1&sn=74f8a427f8a4ef496d5654c614c479ac&chksm=8f8cb430b8fb3d264aefe5c73ecacb481ecf03c512a92ec18dd0f20f5ed70dba80ba256d0d7e&token=1265548966&lang=zh_CN#rd)

- [工作中要掌握的7个Python版排序算法(收藏版)](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604167&idx=1&sn=51ac97f82f0cba2372063bbdd16df6cc&chksm=8f8cb38db8fb3a9b462cd326d768b2505d702049b87817ca7d1b17ff86113ac2dac751543c15&token=1265548966&lang=zh_CN#rd)

- [Python帮你把照片秒变宫崎骏、新海诚等日漫大师的手绘风格作品](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604384&idx=2&sn=19633b77b426af0f18f94eba8afed385&chksm=8f8cb36ab8fb3a7c8b2335dcfab773714f9ed4a6d371697e6b13d9136ae8e6c3bdb827cec493&token=1265548966&lang=zh_CN#rd)

- [用Python快速实现实时人脸活体检测](https://mp.weixin.qq.com/s?__biz=MzAxNTAwNjQzNw==&mid=2448604883&idx=2&sn=cb6dbdfa8b33dc34045ddf40b0bb36c8&chksm=8f8cb159b8fb384f21d6132c7e5c664fa6d9e6d806807c518e21452cb6371981bab05df469f8&token=1265548966&lang=zh_CN#rd)

#### 9、常用网站

##### 1）互联网趋势分析
- [微热点](https://www.wrd.cn/login.shtml)
- [百度统计](https://tongji.baidu.com/web/welcome/login?castk=LTE%3D)
- [腾讯云分析](https://mta.qq.com/)
- [百度指数](http://index.baidu.com/v2/index.html#/)
- [360趋势](https://trends.so.com/?src=index.so.com#index)
- [阿里指数](https://index.1688.com/)

##### 2）BI工具
- [Tableau](https://www.tableau.com/)
- [finebi](https://www.finebi.com/)
- [Power BI](https://powerbi.microsoft.com/zh-cn/)

##### 3）大数据工具
- [Spark官方教程](http://spark.apachecn.org/#/)

- [Hive官方教程](https://www.docs4dev.com/docs/zh/apache-hive/3.1.1/reference/Home.html)

- [Flink官方教程](https://flink.apache.org/zh/)
- [Storm官方](http://storm.apache.org/)

##### 4）机器学习
- [Keras官方](https://keras.io/zh/)
- [Tensorflow官方](https://tensorflow.google.cn/)
- [Pytorch官方文档](https://pytorch-cn.readthedocs.io/zh/latest//)
- [caffe文档](http://caffe.berkeleyvision.org/)

#### 10、资料工具

为了更好的学习，我准备了书籍(数据分析六件套、机器学习四大名著)、数据分析工具(Python、SAS、SPSS、Tableau软件等待)，资料会一直会更新中。

获取链接：[地址(提取码：g3s2)](https://pan.baidu.com/s/1_h9YsJhY07BpirQvF_mpmw)

**有所收获，点个赞，谢啦**

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