E-book details

MATLAB for Machine Learning. Practical examples of regression, clustering and neural networks

MATLAB for Machine Learning. Practical examples of regression, clustering and neural networks

Giuseppe Ciaburro

Ebook
MATLAB is the language of choice for many researchers and mathematics experts for machine learning. This book will help you build a foundation in machine learning using MATLAB for beginners.
You’ll start by getting your system ready with t he MATLAB environment for machine learning and you’ll see how to easily interact with the Matlab workspace. We’ll then move on to data cleansing, mining and analyzing various data types in machine learning and you’ll see how to display data values on a plot. Next, you’ll get to know about the different types of regression techniques and how to apply them to your data using the MATLAB functions.
You’ll understand the basic concepts of neural networks and perform data fitting, pattern recognition, and clustering analysis. Finally, you’ll explore feature selection and extraction techniques for dimensionality reduction for performance improvement.
At the end of the book, you will learn to put it all together into real-world cases covering major machine learning algorithms and be comfortable in performing machine learning with MATLAB.
  • 1. Getting Started with Matlab Machine Learning
  • 2. Importing and organizing data in Matlab
  • 3. From data to knowledge discovery
  • 4. Finding relationships between variables - Regression techniques
  • 5. Pattern recognition through classification algorithms
  • 6. Identifying groups of data by clustering methods
  • 7. Simulation of human thinking - Artificial neural networks
  • 8. Improves the performance of the machine learning model - Dimensionality reduction
  • 9. Machine learning in practice
  • Title: MATLAB for Machine Learning. Practical examples of regression, clustering and neural networks
  • Author: Giuseppe Ciaburro
  • Original title: MATLAB for Machine Learning. Practical examples of regression, clustering and neural networks
  • ISBN: 9781788399395, 9781788399395
  • Date of issue: 2017-08-28
  • Format: Ebook
  • Item ID: e_15ok
  • Publisher: Packt Publishing