YoVDO

Level Up: Python Data Acquisitions, Prep, and EDA

Offered By: LinkedIn Learning

Tags

Python Courses Data Visualization Courses Regular Expressions Courses Web Scraping Courses Data Cleaning Courses APIs Courses Data Preparation Courses Exploratory Data Analysis Courses Data Acquisition Courses GitHub Codespaces Courses

Course Description

Overview

Hone your Python skills related to data acquisitions, prep, and exploratory data analysis (EDA).

Syllabus

Introduction
  • Getting started with Python for data science: Code challenges
  • Using GitHub Codespaces with this course
1. Data Acquisition
  • Scraping tables
  • Finding CSS selectors
  • Scraping text
  • Finding APIs
  • Getting JSON into pandas
2. Data Prep
  • Constructing regular expressions
  • Cleaning text
  • Selecting variables
  • Encoding categorical variables
  • Scaling variables
  • Reducing dimensionality
3. EDA
  • Describing data
  • Finding correlations
  • Visualizing correlations
  • Multivariable visualizations

Taught by

Seth Berry

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