Book

Mastering pandas

pandas is a popular Python library used by data scientists and analysts worldwide to manipulate and analyze their data. This book presents useful techniques and real-world examples on getting the most out of pandas for expert-level data manipulation, analysis and visualization.

Offered by

Difficulty Level

Intermediate

Completion Time

22h28m approx.

Language

English

Certification

Not available

About Course

Book Content

chapters • 22h28m total length

1. Introduction to pandas and Data Analysis

2. Installation of pandas and Supporting Software

3. Using NumPy and Data Structures with pandas

4. I/Os of Different Data Formats with pandas

5. Indexing and Selecting in pandas

6. Grouping, Merging, and Reshaping Data in pandas

7. Special Data Operations in pandas

8. Time Series and Plotting Using Matplotlib

9. Making Powerful Reports In Jupyter Using pandas

10. A Tour of Statistics with pandas and NumPy

11. A Brief Tour of Bayesian Statistics and Maximum Likelihood Estimates

12. Data Case Studies Using pandas

13. The pandas Library Architecture

14. pandas Compared with Other Tools

15. A Brief Tour of Machine Learning

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