You’ll start this course by learning how NumPy can streamline your data science workflow with new techniques, like vectorized operations, ndarrays, and boolean indexing. You’ll then discover how pandas can super-charge your data exploration, preparation, and analysis before synthesizing your new knowledge by completing a data analysis project.

This course focuses on the following topics:

• Building foundational knowledge of the most popular Python libraries, NumPy & pandas.
• Learning new coding concepts, like vectorized operations, boolean indexing, and more.
• Optimizing your data science workflow and building proficiency in data analysis.

The Program

1. Introduction to NumPy.
2. Boolean Indexing with NumPy.
3. Introduction to pandas.
4. Exploring Data with Pandas: Fundamentals.
5. Exploring Data with Pandas: Intermediate.
6. Data Cleaning Basics.
7. Guided Project: Exploring eBay Car Sales Data

What will you learn

• How to improve your workflow using vectorized operations.
• How to analyze data using pandas and NumPy.
• How to select data by value using Boolean indexing.