Book

Hands-On Data Analysis with Pandas

Knowing how to work with data to extract insights generates significant value. This book will help you to develop data analysis skills using a hands-on approach and real-world data. You’ll get up to speed with pandas 1.x in no time and build some software engineering skills in the process, vastly expanding your data science toolbox.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

26h16m

Language

English

About Book

Who Is This Book For?

This book is for data science beginners, data analysts, and Python developers who want to explore each stage of data analysis and scientific computing using a wide range of datasets. Data scientists looking to implement pandas in their machine learning workflow will also find plenty of valuable know-how as they progress. You’ll find it easier to follow along with this book if you have a working knowledge of the Python programming language, but a Python crash-course tutorial is provided in the code bundle for anyone who needs a refresher.

Book content

chapters 26h16m total length

Introduction to Data Analysis

Working with Pandas DataFrames

Data Wrangling with Pandas

Aggregating Pandas DataFrames

Visualizing Data with Pandas and Matplotlib

Plotting with Seaborn and Customization Techniques

Financial Analysis - Bitcoin and the Stock Market

Rule-Based Anomaly Detection 

Getting Started with Machine Learning in Python

Making Better Predictions - Optimizing Models

Machine Learning Anomaly Detection

The Road Ahead

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