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An archive of Data Science and analytics projects and lessons

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Python for Data Science

A compilation of Data Science and analytics projects as well as important programming concepts in Python 3.

Concepts discussed and mastered in the 1st Certification: Python Fundamentals

Concepts discussed and mastered in the 2nd Certification: Python Intermediate

  • Cleaning and Preparing Data in Python
  • Python Data Analytics Basics
  • Object-Oriented Python
  • Working with Dates and Times in Python
  • Project: Exploring Hacker News Posts

Concepts discussed and mastered in the 3rd Certification: Pandas and NumPy Fundamentals

  • Introduction to NumPy
  • Boolean Indexing with NumPy
  • Introduction to Pandas
  • Exploring data with Pandas: Fundamentals
  • Exploring data with Pandas: Intermediate
  • Data Cleaning Basics
  • Project: Exploring Ebay Car Sales Data

Concepts discussed and mastered in the 4th Certification: Exploratory Data Visualization

Concepts discussed and mastered in the 5th Certification: Storytelling Through Data Visualization

  • Improving Plot Aesthetics
  • Color, Layout and Annotations
  • Project: Visualizing the Gender Gap in College Graduates
  • Conditional Plots
  • Visualizing Geographic Data