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MATLAB for Machine Learning

MATLAB for Machine Learning

By : Giuseppe Ciaburro
4.8 (4)
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MATLAB for Machine Learning

MATLAB for Machine Learning

4.8 (4)
By: Giuseppe Ciaburro

Overview of this book

Discover why the MATLAB programming environment is highly favored by researchers and math experts for machine learning with this guide which is designed to enhance your proficiency in both machine learning and deep learning using MATLAB, paving the way for advanced applications. By navigating the versatile machine learning tools in the MATLAB environment, you’ll learn how to seamlessly interact with the workspace. You’ll then move on to data cleansing, data mining, and analyzing various types of data in machine learning, and visualize data values on a graph. As you progress, you’ll explore various classification and regression techniques, skillfully applying them with MATLAB functions. This book teaches you the essentials of neural networks, guiding you through data fitting, pattern recognition, and cluster analysis. You’ll also explore feature selection and extraction techniques for performance improvement through dimensionality reduction. Finally, you’ll leverage MATLAB tools for deep learning and managing convolutional neural networks. By the end of the book, you’ll be able to put it all together by applying major machine learning algorithms in real-world scenarios.
Table of Contents (17 chapters)
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1
Part 1: Getting Started with Matlab
4
Part 2: Understanding Machine Learning Algorithms in MATLAB
9
Part 3: Machine Learning in Practice

Explaining NLP

NLP is a field that’s dedicated to the development of technology that enables computers to interact with, understand, and generate human language in a way that mimics natural human communication. This involves various techniques and approaches aimed at processing and analyzing the complexities of natural languages, such as English, Chinese, Arabic, and more. The goal is to bridge the gap between human language and computer language, allowing computers to comprehend and generate text as if they were engaging in a conversation with a human interlocutor (Figure 7.1):

Figure 7.1 – NLP tasks

Figure 7.1 – NLP tasks

NLP strives to develop information technology tools for analyzing, comprehending, and creating texts in a manner that resonates with human understanding, mimicking interactions with another human rather than a machine. Natural language, both spoken and written, represents the most instinctive and widespread mode of communication. In contrast...

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