Applied Data Science with Python Specialization - University of Michigan

1. Introduction to Data Science in Python

Week 1:

Learning Objectives

1. Load, manipulate, and select data using numpy, as well as understand the fundamental data types in the numpy ecosystem
2. Show the benefits of vectorization with numpy data
3. Apply regular expressions to string data
4. Demonstrate, at a high level, how regular expression pattern matching is expressed

2. Applied Plotting, Charting & Data Representation in Python

3. Applied Machine Learning in Python

4. Applied Text Mining in Python

5. Applied Social Network Analysis in Python