Python 数据科学手册
Python Data Science Handbook
Jake VanderPlas · 初版 2016 年
8人推荐
12位读者提及
12次提及
为什么值得读
- 结合Jupyter笔记提供易于上手的动手实践
- 作为机器学习与数据科学领域的平易入门指南
- 适合配合基础教程帮助编程薄弱者巩固技能
修订历史 2016年12月：第一版 2016-11-17：首次发布
Hacker News 上怎么说
正在加载完整评论……
Python Data Science Handbook
Jake VanderPlas · 初版 2016 年
修订历史 2016年12月：第一版 2016-11-17：首次发布
正在加载完整评论……
也可以看看 Jake VanderPlas 写的《Python Data Science Handbook》，里面同样用了 Jupyter notebook。[0] https://jakevdp.github.io/PythonDataScienceHandbook/
See also "Python Data Science Handbook" by Jake VanderPlas, which uses Jupyter notebooks too. [0] https://jakevdp.github.io/PythonDataScienceHandbook/
……非常注重 Python 实操，能帮你通过跑代码来“直观看到” ML 是怎么运作的。如果你在软件工程和 Python 方面底子比较薄，我推荐 Jake VanderPlas 的《A Whirlwind Tour Of Python》以及它的配套书《Python Data Science Handbook》。如果你擅长架构设计/产品管理，我推荐 Emmanuel Ameisen 写的《Building Machine Learning Powered Applications》，因为它更多是从 SDLC（软件开发生命周期）的角度来阐述的，包括……
…very hands-on in Python and helps you run code to "see" how ML works. If you're weak in software engineering and Python, I recommend A Whirlwind Tour Of Python by Jake VanderPlas, and its companion book Python Data Science Handbook. If you're strong in architecting / product management, I recommend Building Machine Learning Powered Applications by Emmanuel Ameisen since it explains it more from an SDLC perspective, including things…
……因为体育分析和博彩市场而对 ML 产生了兴趣，所以我读了很多这个主题的论文，以及类似于 Andrew Mack 写的《Bayesian Sports Models in R》这种书[1]。另外，Jake VanderPlas 的《Python Data Science Handbook》也很赞[2]。理想的做法是，找到一个你感兴趣且已有专家在应用 ML 的垂直领域，读他们的论文/书，然后顺着往回倒推着学。[0]: https://statquest.org/statquest-store/ [1]: https://www.goodreads.com/book/show/216487475-bayesian-sport...……
…got interested in ML because of sport's analytics and betting markets so I read a lot of papers on that topic and books similar to Bayesian Sports Models in R by Andrew Mack[1].Also, Jake VanderPlas's Python Data Science Handbook is good[2]. Ideally, find a vertical you're interested in where experts have applied ML and read their papers/books and work backwards from there. [0]: https://statquest.org/statquest-store/ [1]: https://www.goodreads.com/book/show/216487475-bayesian-sport...…
……编程：Python：Eric Matthes 写的《Python Crash Course》 Git：Scott Chacon 和 Ben Straub 写的《Pro Git》 机器学习与数据科学基础：Laura Igual 和 Santi Seguí 写的《Introduction to Data Science》 Jake VanderPlas 写的《Python Data Science Handbook》 第二阶段：学习机器学习和深度学习 在线课程：Coursera：吴恩达（Andrew Ng）的“Machine Learning” Coursera：吴恩达的“Deep Learning Specialization” Fast.ai：“Practical……
…Programming: Python: "Python Crash Course" by Eric Matthes Git: "Pro Git" by Scott Chacon and Ben Straub Machine Learning & Data Science Basics: "Introduction to Data Science" by Laura Igual and Santi Seguí "Python Data Science Handbook" by Jake VanderPlas Stage 2: Learning Machine Learning and Deep Learning Online Courses: Coursera: "Machine Learning" by Andrew Ng Coursera: "Deep Learning Specialization" by Andrew Ng Fast.ai: "Practical…
《Think Bayes》和《Python Data Science Handbook》都是不错的入门起点。下面是学习 ML/AI 的免费书籍清单：http://blog.paralleldots.com/data-scientist/list-must-read-b...
Think Bayes and Python Data Science Handbook are a good starting point. Below is the list of free books to learn ML/AI http://blog.paralleldots.com/data-scientist/list-must-read-b...
……Programming Language - Computer Networking: Principles, Protocols and Practice - The Art of Unix Programming - An Introduction to Beginning Linux Programming - Sams Teach Yourself SQL in 24 Hours - The Python Data Science Handbook - Python Programming with OpenCV - Speaking Javascript - Scalable and Modular Architecture for CSS 把这堆书硬啃下来，你就掌握了 C、UNIX/Linux、网络、HTML、CSS、Javascript……
…Programming Language - Computer Networking: Principles, Protocols and Practice - The Art of Unix Programming - An Introduction to Beginning Linux Programming - Sams Teach Yourself SQL in 24 Hours - The Python Data Science Handbook - Python Programming with OpenCV - Speaking Javascript - Scalable and Modular Architecture for CSS Wade through that lot and you will have learned about C, UNIX/Linux, networking, HTML CSS, Javascript,…