Getting Started with MATLAB Machine Learning [Video]

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Getting Started with MATLAB Machine Learning [Video]

Giuseppe Ciaburro

Easily extract patterns and knowledge from your data using MATLAB
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Video Details

ISBN 139781788999847
Course Length1 hour and 48 minutes

Video Description

MATLAB is the language of choice for many researchers and mathematics experts when it comes to machine learning. This video will help beginners build a foundation in machine learning using MATLAB. You'll start by getting your system ready with the MATLAB environment for machine learning and you'll see how to easily interact with the MATLAB workspace. You'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 learn about the different types of regression technique 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 to improve performance. By the end of the video, you'll have learned to put it all together via real-world use cases covering the major machine learning algorithms and will be comfortable in performing machine learning with MATLAB. 

Style and Approach

This video course takes a very comprehensive approach to enhancing your understanding of machine learning using MATLAB. Plenty of real-world examples and use cases are included in the video course to help you grasp the concepts quickly and apply them easily in your day-to-day work.

Table of Contents

Importing and Organizing Data in MATLAB
The Course Overview
Familiarizing Yourself with the MATLAB Desktop
Importing Data into MATLAB
Exporting Data from MATLAB
Data Organization
From Data to Knowledge Discovery
Data Preparation
Exploratory Statistics – Numerical Measures
Exploratory Visualization
Finding Relationships Between Variables – Regression
Searching Linear Relationships
Creating a Linear Regression Model

What You Will Learn

  • Learn the introductory concepts of machine learning
  • Explore the different types of regression technique such as simple and multiple linear regression, ordinary least squares estimation, correlations, and how to apply them to your data
  • Discover the basics of classification methods and how to implement the Naive Bayes algorithm and Decision Trees in the MATLAB environment
  • Perform data fitting, pattern recognition, and clustering analysis with the help of the MATLAB neural network toolbox

Authors

Table of Contents

Importing and Organizing Data in MATLAB
The Course Overview
Familiarizing Yourself with the MATLAB Desktop
Importing Data into MATLAB
Exporting Data from MATLAB
Data Organization
From Data to Knowledge Discovery
Data Preparation
Exploratory Statistics – Numerical Measures
Exploratory Visualization
Finding Relationships Between Variables – Regression
Searching Linear Relationships
Creating a Linear Regression Model

Video Details

ISBN 139781788999847
Course Length1 hour and 48 minutes
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