Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Numerical Computing with Python: Harness the power of Python to analyze and find hidden patterns in the data

Buy

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

Key Features

  • Use the power of Pandas and Matplotlib to easily solve data mining issues
  • Understand the basics of statistics to build powerful predictive data models
  • Grasp data mining concepts with helpful use-cases and examples

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

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

Who this book is for

If you want to learn how to use the many libraries of Python to extract impactful information from your data and present it as engaging visuals, then this is the ideal Learning Path for you. Some basic knowledge of Python is enough to get started with this Learning Path.

Table of Contents

  1. Journey from Statistics to Machine Learning
  2. Tree-Based Machine Learning Models
  3. K-Nearest Neighbors and Naive Bayes
  4. Unsupervised Learning
  5. Reinforcement Learning
  6. Hello Plotting World!
  7. Visualizing Online Data
  8. Visualizing Multivariate Data
  9. Adding Interactivity and Animating Plots
  10. Selecting Subsets of Data
  11. Boolean Indexing
  12. Index Alignment
  13. Grouping for Aggregation, Filtration, and Transformation
  14. Restructuring Data into a Tidy Form
  15. Combining Pandas Objects
(HTML tags aren't allowed.)

Handbook of Pain Relief in Older Adults (Aging Medicine)
Handbook of Pain Relief in Older Adults (Aging Medicine)

A comprehensive assessment of the clinical, psychological, legal, and cultural aspects of dealing with unnecessary pain in the elderly. The authors explore pharmacotherapy (nonopioids, opioids, and adjuvants), interventional strategies, the role of rehabilitation in managing pain in seniors, and the problems of pain management in long-term...

Cisco Unity Fundamentals
Cisco Unity Fundamentals

A comprehensive introduction to deploying, configuring, and maintaining Cisco Unity

  • Discover the various Cisco Unity integration and deployment solutions, as well as the environmental differences between PBX and IP telephony-based telephone systems

  • ...
Electronic Commerce in Small to Medium-Sized Enterprises: Frameworks, Issues and Implications
Electronic Commerce in Small to Medium-Sized Enterprises: Frameworks, Issues and Implications
Much of the e-commerce and IT research in small and medium sized enterprises (SME) indicates that these smaller businesses are lagging behind in implementing technological advances. This raises concerns for these SME's success as the Information Age becomes ever more of a reality. e-Business, e-Government & Small and Medium-Size Enterprises:...

Bond Graph Modelling of Engineering Systems: Theory, Applications and Software Support
Bond Graph Modelling of Engineering Systems: Theory, Applications and Software Support

The author presents current work in bond graph methodology by providing a compilation of contributions from experts across the world that covers theoretical topics, applications in various areas as well as software for bond graph modeling.

It addresses readers in academia and in industry concerned with the analysis of
...

Working with Microsoft® Visual Studio® 2005 Team System
Working with Microsoft® Visual Studio® 2005 Team System

Learn how to collaborate and streamline your development process using Visual Studio Team System.

This overview of Microsoft Visual Studio 2005 Team System offers practical information and role-based guidance to get key members of your software development team working together. With insights from the Visual Studio...

Web Mining: :  Applications and Techniques
Web Mining: : Applications and Techniques
Web mining is moving the World Wide Web toward a more useful environment in which users can quickly and easily find the information they need. It includes the discovery and analysis of data, documents, and multimedia from the World Wide Web. Web mining uses document content, hyperlink structure, and usage statistics to assist users in meeting their...
©2019 LearnIT (support@pdfchm.net) - Privacy Policy