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 byPackt Logo

Difficulty Level

Intermediate

Completion Time

22h28m

Language

English

About Book

Who Is This Book For?

This book is for data scientists, analysts and Python developers who wish to explore advanced data analysis and scientific computing techniques using pandas. Some fundamental understanding of Python programming and familiarity with the basic data analysis concepts is all you need to get started with this book.

Book content

chapters 22h28m total length

Introduction to pandas and Data Analysis

Installation of pandas and Supporting Software

Using NumPy and Data Structures with pandas

I/Os of Different Data Formats with pandas

Indexing and Selecting in pandas

Grouping, Merging, and Reshaping Data in pandas

Special Data Operations in pandas

Time Series and Plotting Using Matplotlib

Making Powerful Reports In Jupyter Using pandas

A Tour of Statistics with pandas and NumPy

A Brief Tour of Bayesian Statistics and Maximum Likelihood Estimates

Data Case Studies Using pandas

The pandas Library Architecture

pandas Compared with Other Tools

A Brief Tour of Machine Learning

Related Resources

Access Ready-to-Use Books for Free!

Get instant access to a library of pre-built books—free trial, no credit card required. Start training your team in minutes!

No credit card required