2017 年关于 Python 案例的 Top45 文章

AI研习社

发布于 2018-03-16 10:56:15

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发布于 2018-03-16 10:56:15

文章被收录于专栏：AI研习社AI研习社

本文为雷锋字幕组编译的年度盘点系列，原标题Python Top 45 Articles for the Past Year (v.2018)，作者Mybridge。翻译 | 马雪洁校对 | 凡江

自2017年1月至12月，我们比较了18000篇关于Python爬虫的案例，并挑选其中最棒的45篇。

这是一份具有十分竞争力的榜单。根据机器学习所实践的内容质量和各种人为因素（包括共享量和阅读量）进行排名。

这份表单旨在让人们生活更便捷，整理了最有用的20个关键话题，其中包括经验丰富的程序员分享有关Python的课程。

推荐学习

A）用Python, Flask, Flask-RESTful, and Flask-SQLAlchemy 建立专业的 REST APIs[12602人推荐，4.6/5星]

B）程序化交易：用于金融分析和程序化交易的Python：学习 numpy , pandas , matplotlib , quantopian , finance [18,077 人推荐, 4.6/5 星]

1.算法

交互式Python代码所面临的挑战（算法和数据分析）

https://goo.gl/kBVgg7

算法：Python中数据结构和算法的最小例子

https://github.com/keon/algorithms?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

算法：学习所有主流Python算法的有趣方法

http://pygorithm.readthedocs.io/en/latest/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

2.指南

wtfPython：一篇有趣、微妙且棘手的Python片段集

https://github.com/satwikkansal/wtfPython?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

3.结构

爱丽丝梦游 Python 工程仙境：关于如何从Python脚本到打包项目的综合指南

http://veekaybee.github.io/2017/09/26/python-packaging/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

4.表单

表单理解教程

https://www.datacamp.com/community/tutorials/python-list-comprehension?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

5.类

用Dunder法丰富Python类

https://dbader.org/blog/python-dunder-methods?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

6.网页抓取

使用Python进行网页抓取：通过Scrapy，SQL，Matplotlib获取网页数据见解

http://www.scrapingauthority.com/python-scrapy-mysql-and-matplotlib-to-gain-web-data-insights/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

高级网页抓取：绕过“403禁止”，验证码等等

http://sangaline.com/post/advanced-web-scraping-tutorial?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

掌握Python网页抓取：获取数据

https://hackernoon.com/mastering-python-web-scraping-get-your-data-back-e9a5cc653d88?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

7.自动操作

婚礼规模：如何使用 Twilio, Python 和谷歌自动化婚礼

https://www.twilio.com/blog/2017/04/wedding-at-scale-how-i-used-twilio-python-and-google-to-automate-my-wedding.html?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

如何使用Python来寻找媒体上有趣的人

https://medium.freecodecamp.org/how-i-used-python-to-find-interesting-people-on-medium-be9261b924b0?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

8.Bot

标记Reddit和脸书的投递BOT者

https://pythontips.com/2017/04/13/making-a-reddit-facebook-messenger-bot/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

我的开放原创Instagram 的bot（用Python写的）使我有了大约2500的粉丝，服务费为5美元

https://medium.freecodecamp.com/my-open-source-instagram-bot-got-me-2-500-real-followers-for-5-in-server-costs-e40491358340?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

9.电子表格

Python表格教程：绝对指导-Karlijn Willems

https://www.datacamp.com/community/tutorials/python-excel-tutorial?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

谷歌表格与Python

https://www.youtube.com/watch?v=vISRn5qFrkM

10.金融

金融上的Python：程序化交易

https://www.datacamp.com/community/tutorials/finance-python-trading?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

介绍并获取股票价格数据 - 金融Python编程p.1 - Sentdex

https://www.youtube.com/watch?v=2BrpKpWwT2A

使用Python分析密码币市场

https://blog.patricktriest.com/analyzing-cryptocurrencies-python/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

11.区块链

构建一个学习区块链

https://hackernoon.com/learn-blockchains-by-building-one-117428612f46?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

建立最小的区块链

https://medium.com/crypto-currently/lets-build-the-tiniest-blockchain-e70965a248b?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

12.视频合成

用Python建立视频合成

https://www.makeartwithpython.com/blog/video-synthesizer-in-python/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

13.性能

每秒用Python处理百万个请求

https://medium.freecodecamp.com/million-requests-per-second-with-python-95c137af319?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

是的，Python很慢，但我不在乎

https://hackernoon.com/yes-python-is-slow-and-i-dont-care-13763980b5a1?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

Python中的记忆：如何缓存函数结果 - Dan Bader

https://dbader.org/blog/python-memoization?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

14.Django

完整的Django 初学者指南 - 第1章

https://simpleisbetterthancomplex.com/series/2017/09/04/a-complete-beginners-guide-to-django-part-1.html?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

使用Django构建REST API - 测试驱动的方法：第1章

https://scotch.io/tutorials/build-a-rest-api-with-django-a-test-driven-approach-part-1?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

15.Flake

大Ol的规则表

https://lintlyci.github.io/Flake8Rules/?utm_campaign=read_more&utm_medium=blog&utm_source=mybridge

用Python和Flask开发RESTful API

https://auth0.com/blog/developing-restful-apis-with-python-and-flask/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

16.NumPy

从Python到Numpy

http://www.labri.fr/perso/nrougier/from-python-to-numpy/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

探索Python包中的每行长度

http://jakevdp.github.io/blog/2017/11/09/exploring-line-lengths-in-python-packages/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

17.NashPy

Nashpy -教程：建立并找到一个简单游戏的平衡点

http://nashpy.readthedocs.io/en/latest/tutorial/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

18.马尔科夫过程

在Python中模拟滑槽和梯形图

http://jakevdp.github.io/blog/2017/12/18/simulating-chutes-and-ladders/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

19.数据分析

使用Python来探索美国警务数据

https://blog.patricktriest.com/police-data-python/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

用Python分析1000多个希腊葡萄酒

https://tselai.com/greek-wines-analysis.html?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

如何在Python中生成538个图形

https://www.dataquest.io/blog/making-538-plots/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

使用Apache Spark和Python 评判亚马逊8000万的娱乐产品

http://minimaxir.com/2017/01/amazon-spark/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

Python中的快速地理空间分析

https://matthewrocklin.com/blog//work/2017/09/21/accelerating-geopandas-1?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

星球：从空间来理解亚马逊，第一名获奖者的采访

http://blog.kaggle.com/2017/10/17/planet-understanding-the-amazon-from-space-1st-place-winners-interview/

20.入门

学习Python：零基础入门

https://medium.freecodecamp.org/learning-python-from-zero-to-hero-120ea540b567?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

不寻常的Python练习表单

https://www.ynonperek.com/2017/09/21/python-exercises/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

API设计：思路优先，编程为后

https://cheesecakelabs.com/blog/api-design-think-first-code-later/?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more

Python中的机器学习简便指南

https://medium.freecodecamp.org/the-hitchhikers-guide-to-machine-learning-algorithms-in-python-bfad66adb378?utm_source=mybridge&utm_medium=blog&utm_campaign=read_more