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MATLAB for Machine Learning

You're reading from   MATLAB for Machine Learning Unlock the power of deep learning for swift and enhanced results

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Product type Paperback
Published in Jan 2024
Publisher Packt
ISBN-13 9781835087695
Length 374 pages
Edition 2nd Edition
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Author (1):
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Giuseppe Ciaburro Giuseppe Ciaburro
Author Profile Icon Giuseppe Ciaburro
Giuseppe Ciaburro
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Table of Contents (17) Chapters Close

Preface 1. Part 1: Getting Started with Matlab
2. Chapter 1: Exploring MATLAB for Machine Learning FREE CHAPTER 3. Chapter 2: Working with Data in MATLAB 4. Part 2: Understanding Machine Learning Algorithms in MATLAB
5. Chapter 3: Prediction Using Classification and Regression 6. Chapter 4: Clustering Analysis and Dimensionality Reduction 7. Chapter 5: Introducing Artificial Neural Network Modeling 8. Chapter 6: Deep Learning and Convolutional Neural Networks 9. Part 3: Machine Learning in Practice
10. Chapter 7: Natural Language Processing Using MATLAB 11. Chapter 8: MATLAB for Image Processing and Computer Vision 12. Chapter 9: Time Series Analysis and Forecasting with MATLAB 13. Chapter 10: MATLAB Tools for Recommender Systems 14. Chapter 11: Anomaly Detection in MATLAB 15. Index 16. Other Books You May Enjoy

Using ML to identify anomalous functioning

A gearbox, also known as a gear mechanism or transmission, is a mechanical device designed to transmit mechanical power from one component to another while altering the speed, torque, and direction of rotation. Gearboxes consist of a set of gears with different sizes and configurations that mesh to provide specific mechanical advantages based on the desired output.

In an automotive context, a gearbox, often referred to as a transmission or gearshift, is a critical component that plays a central role in controlling the power output of the engine and the vehicle’s speed. Anomaly detection in a gearbox involves identifying irregularities or deviations from the normal behavior of the gearbox components and their associated systems. Detecting anomalies in a car’s gearbox is crucial for ensuring the vehicle’s safety, reliability, and overall performance.

To promptly identify anomalies in a gearbox, we can use sensors such...

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