Numerical Computing with Python

Understand, explore, and effectively present data using the powerful data visualization techniques of Python

Numerical Computing with Python

Pratap Dangeti et al.
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Understand, explore, and effectively present data using the powerful data visualization techniques of Python
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Book Details

ISBN 139781789953633
Paperback682 pages

Book Description

Data mining, or parsing the data to extract useful insights, is a niche skill that can transform your career as a data scientist Python is a flexible programming language that is equipped with a strong suite of libraries and toolkits, and gives you the perfect platform to sift through your data and mine the insights you seek. This Learning Path is designed to familiarize you with the Python libraries and the underlying statistics that you need to get comfortable with data mining.

You will learn how to use Pandas, Python's popular library to analyze different kinds of data, and leverage the power of Matplotlib to generate appealing and impressive visualizations for the insights you have derived. You will also explore different machine learning techniques and statistics that enable you to build powerful predictive models.

By the end of this Learning Path, you will have the perfect foundation to take your data mining skills to the next level and set yourself on the path to become a sought-after data science professional.

This Learning Path includes content from the following Packt products:

  • Statistics for Machine Learning by Pratap Dangeti
  • Matplotlib 2.x By Example by Allen Yu, Claire Chung, Aldrin Yim
  • Pandas Cookbook by Theodore Petrou

Table of Contents

Chapter 1: Journey from Statistics to Machine Learning

What You Will Learn

  • Understand the statistical fundamentals to build data models
  • Split data into independent groups
  • Apply aggregations and transformations to each group
  • Create impressive data visualizations
  • Prepare your data and design models
  • Clean up data to ease data analysis and visualization
  • Create insightful visualizations with Matplotlib and Seaborn
  • Customize the model to suit your own predictive goals

Authors

Table of Contents

Chapter 1: Journey from Statistics to Machine Learning

Book Details

ISBN 139781789953633
Paperback682 pages
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