Introduction to Data Science with Python

Topics:

  • Introduction on Data Science
  • Basic data exploration and visualization techniques
  • Foundational Statistics concepts for data analysis
  • Python programming for Data Science: data types, Selections, Iterations, Functions, and Working with Lists
  • Working with Data Sets and Data Frames: Working with Pandas Dataframes
  • Data Manipulation and Visualization
  • Data Science Process: How to do the Data Project
  • Introduction to Interactive Data Visualization with Bokeh
  • Intro to Machine Learning with scikit-learn: Classification and Regression

Software: We will learn Data Science with Python on Colab. There is no software installation needed. Just Chrome browser and try colab.

Software requirement:

 

Tags: 
Midwest Big Data Summer School