Python for Data Science

Course Outlines

Python for Data Science

Course Materials

Reference Text

• Data Analysis and Visualization using Python
• Python Data Science Handbook

Slides

• Chapter 1
• Chapter 2
• Chapter 3
• Chapter 4
• Chapter 5
• Chapter 6
• Chapter 7

Exercise

• Exercise 1
  • exercise1-solutions
• Exercise 2
  • exercise2-solutions
• Exercise 3
  • exercise3-solutions
  • tokugawa-solutions
  • tokugawa.txt
• Exercise 4
  • exercise4-solutions
  • exercise4-phonenormalizer
• Exercise 5
  • exercise5-solutions
• Exercise 6
  • exercise6-solutions
• Exercise 7
  • exercise7-solutions

Sample solutions (class discussions)

• Hello
• Data Analysis
• Read User
• Read json
• Read xml
• Rosie’s Lemonade
• Sales Calls and Revenue
• Titanic
• Study on World Populations

Sample data sets for discussions

• Sample data
• Titanic
• Country List
• Netflix Titles
• Imdb Top 1000
• Movies
• Salaries

Resources

• python
• numpy
• pandas
• matplotlib
• seaborn
• plotly
• Python RegEx
• Python Built-in Functions
• Python Module Index
• The Python Package Index (PyPI)
• Python Practice Book
• Online Statistics Education

IDE / Editor

• Anaconda
• Visual Studio Code
• Jupyter Notebook
• Google Colab