Hone your Python skills related to data acquisitions, prep, and exploratory data analysis (EDA).
Overview
Syllabus
Introduction
- Getting started with Python for data science: Code challenges
- Using GitHub Codespaces with this course
- Scraping tables
- Finding CSS selectors
- Scraping text
- Finding APIs
- Getting JSON into pandas
- Constructing regular expressions
- Cleaning text
- Selecting variables
- Encoding categorical variables
- Scaling variables
- Reducing dimensionality
- Describing data
- Finding correlations
- Visualizing correlations
- Multivariable visualizations
Taught by
Seth Berry