About this Course

14,161 recent views

Learner Career Outcomes

33%

started a new career after completing these courses

53%

got a tangible career benefit from this course

50%

got a pay increase or promotion
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Approx. 27 hours to complete
Chinese (Simplified)

Skills you will gain

Data AnalysisPython ProgrammingNumpyPandas

Learner Career Outcomes

33%

started a new career after completing these courses

53%

got a tangible career benefit from this course

50%

got a pay increase or promotion
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Approx. 27 hours to complete
Chinese (Simplified)

Offered by

Placeholder

Nanjing University

Syllabus - What you will learn from this course

Content RatingThumbs Up92%(7,810 ratings)Info
Week
1

Week 1

24 minutes to complete

欢迎学习《用Python玩转数据》Welcome

24 minutes to complete
1 video (Total 4 min), 2 readings
1 video
2 readings
授课方式10m
常见问题10m
8 hours to complete

Python基础Basics of Python

8 hours to complete
16 videos (Total 170 min), 4 readings, 3 quizzes
16 videos
2 第一个Python程序16m
3 Python语法基础15m
4 Python数据类型9m
5 Python基本运算10m
6 Python的函数、模块和包8m
1.1补充 Python环境搭建4m
1 条件12m
2 range函数5m
3 循环15m
4 循环中的break,continue和else11m
5 自定义函数14m
6 递归11m
7 变量作用域4m
补充1:标准库函数14m
补充2:异常10m
4 readings
1.1 参考资料10m
1.1 将Python和pip加入环境变量中的方法10m
1.1 编程小练习(不计分)10m
1.2 控制结构和函数编程练习(8题,不计分)10m
2 practice exercises
走近Python quiz30m
Python面面观 quiz30m
Week
2

Week 2

4 hours to complete

数据获取与表示Data Acquisition and Presentation

4 hours to complete
10 videos (Total 139 min), 5 readings, 1 quiz
10 videos
2 网络数据获取20m
2.1.1拓展视频1 正则表达式简介16m
2.2.1拓展视频2 动态网页数据爬取小例5m
1 序列8m
2 字符串17m
3 列表14m
4 元组7m
2.2.2拓展视频1 输入输出&函数式编程入门15m
2.2.2拓展视频2 可变可迭代对象修改问题解释9m
5 readings
2.1.2 迷你爬虫编程小练习(不计分)10m
2.1.2进阶:爬虫项目实践(不计分, 2020年10月17日更新)10m
2.2.4序列类型的函数/方法使用小练习10m
2.2.3 序列与文件编程练习(7题,不计分)10m
2.2 序列运算、操作、函数/方法简介10m
1 practice exercise
数据获取与表示 quiz30m
Week
3

Week 3

3 hours to complete

强大的数据结构和Python扩展库Powerful Data Structures and Python Extension Libraries

3 hours to complete
9 videos (Total 109 min), 5 readings, 1 quiz
9 videos
2 字典的使用15m
3 集合11m
3.1.1拓展视频:字典和集合编程示例介绍12m
1 扩展库SciPy6m
2 ndarray18m
3 变长字典Series7m
4 DataFrame8m
3.2.1拓展视频:NumPy常见应用选讲16m
5 readings
3.1 编程练习(不计分)10m
3.1 字典经典应用编程小例10m
来听大壮老师聊一聊Python化编程(2020.10)10m
3.2 参考资料SciPy url10m
3.2 创建DataFrame编程小练习(不计分)10m
1 practice exercise
强大的数据结构和Python扩展库 quiz30m
Week
4

Week 4

10 hours to complete

Python数据统计与挖掘Python Data Statistics and Mining

10 hours to complete
12 videos (Total 222 min), 12 readings, 3 quizzes
12 videos
2 Python绘图基础23m
3 数据探索与预处理之数据清洗20m
4 数据预处理之数据变换22m
5 数据预处理之数据规约18m
1 数据探索之基本数据特征分析24m
2 基于pandas的数据统计与分析27m
3 聚类分析14m
4 Python的理工类应用7m
5 Python的人文社科类应用7m
4.2.2 拓展视频 基于pandas的男女电影评分分析17m
4.2.3拓展视频 基于随机森林的红酒品质分类21m
12 readings
4.1 参考资料10m
4.1.1 代码参考10m
4.1.2&4.1.3 用箱形图分析成绩数据练习10m
4.1 财经数据接口TuShare研究和数据处理分析小项目10m
4.1 数据集获取:数据预处理常用数据集titanic数据集获取10m
4.2 代码参考10m
4.2.2 扩展:pandas与mysql数据库交互入门10m
4.2.3 K-means算法介绍和K值探讨10m
4.2.3扩展: Scikit-learn经典机器学习经典入门项目开发10m
4.2.4扩展: WAV音频处理入门研究10m
4.2.5 继续了解NLTK10m
4.2 项目—线性回归分析入门之波士顿房价预测10m
2 practice exercises
Python便捷数据获取与预处理 quiz30m
Python数据统计挖掘与应用 quiz20m

Reviews

TOP REVIEWS FROM 用PYTHON玩转数据 DATA PROCESSING USING PYTHON

View all reviews

Frequently Asked Questions

More questions? Visit the Learner Help Center.