用Python玩转数据 Data Processing Using Python
本课程 (Please click https://www.coursera.org/learn/python-data-processing
for English version) 主要面向非计算机专业学生,从Python基本语法开始,到Python中如何从本地和网络上进行数据获取,如何解析和表示数据,再到如何利用Python开源生态系统SciPy对数据进行基础和高级的统计分析及可视化,包括数据探索和预处理的具体方法,到最后如何设计一个简单的GUI界面来表示和处理数据,层层推进。整个课程以财经数据为基础,通过构建一个个喜闻乐见的案例,让大家可以以更直观的方式领略Python的简洁、优雅和健壮,同时探讨Python除了在商业领域之外在文学、社会学和新闻等人文社科类领域以及在数学和生物等理工类领域同样拥有便捷高效的数据处理能力,并可以触类旁通将其灵活应用于各专业中。
近期(2019年11月6日已更新完毕)本课程进行了全面改版,新版主要在以下几个方面做了改变:
- 丰富了Python基础的案例实际操作和讲解;
- 增加和扩展了如NumPy包的矢量运算和广播思想及常见应用,数据探索与预处理的多个环节,基于pandas的数据分析及数据挖掘案例等。
有些是直接在原视频上修改,有些是以拓展视频的方式呈现,特别是新录制的视频因为想说的内容很多所以时长较长,很多都超过了20分钟,小伙伴们学习时可能会比较辛苦,加油加油!
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Syllabus
Syllabus - What you will learn from this course
Week 1
欢迎学习《用Python玩转数据》Welcome
Python基础Basics of Python
Week 2
数据获取与表示Data Acquisition and Presentation
Week 3
强大的数据结构和Python扩展库Powerful Data Structures and Python Extension Libraries
Week 4
Python数据统计与挖掘Python Data Statistics and Mining
Week 5
面向对象和图形用户界面Object Orientation and Graphical User Interface
FAQ
When will I have access to the lectures and assignments?
Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option:
What will I get if I purchase the Certificate?
When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.
Is financial aid available?
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.
Reviews
老师讲的很全面,对于初学者入门python语言足够了。不足是很多知识点像蜻蜓点水一样点到即止,没有展开细讲,看似十来分钟的视频听课的同时为了掌握这些语句的用法还需要一边搜索其他资料
The teacher use a very Kind manner to communicate with us!
Very appreciated that!
Awesome! I've taken Michigan's Python specialization, but I would say this course from Nanjing University is much better.
课程前4章很有针对性和趣味性,适合非计算机类学生学习入门,第五章有些偏难不好理解和运用,希望可以着重在前4章的讲解细化,同时升级到python3.6哈~~ 感谢,老师的教授