Getting Started

Explore machine learning examples, articles, and tutorials.

Featured Applications
Classification
Regression
Clustering

Financial Services
Automotive
Industrial Automation and Machinery

Featured Applications

Predictive Maintenance: Similarity-Based Remaining Useful Life Estimation

Big Data and Machine Learning for Automotive Engineers (48:26) - Video
MATLAB for Data Analytics (3:55) - Video
Predictive Maintenance with MATLAB - Ebook

Classification

Handwriting Recognition Using Bagged Classification Trees

Select Predictors for Random Forest - Example
Pattern Recognition and Machine Learning - File Exchange
Visualize Decision Surfaces for Different Classifiers - Example
Speaker Identification Using Pitch and MFCC - Example
Image Category Classification Using Deep Learning - Example

Regression

Regression with Boosted Decision Trees: Boston House Prices

MATLAB for Data Analytics (3:55) - Video
Statistics and Machine Learning with Big Data Using Tall Arrays - Example
Lasso Regularization - Example

Clustering

Cluster Genes Using K-Means and Self-Organizing Maps - Example
Cluster Evaluation - Example

Financial Services

Credit Rating by Bagging Decision Trees

Machine Learning for Algorithmic Trading (32:55) - Video
Machine Learning and AI in Risk Management (47:40) - Video
Using Stock Index Data to Build Models with Classifcation Learner and Deep Learning - File Exchange

Automotive

This session shows how MATLAB is a key part of the RAC tool chain: from signal capture through feature extraction and machine learning, verification, and deployment into a cloud-based environment.

4:46

Advanced Crash Detection: The Road from Deployment to Production (Highlights)

Industrial Automation and Machinery

Mondi Implements Statistics-Based Health Monitoring and Predictive Maintenance for Manufacturing Processes with Machine Learning

Predictive Maintenance with MATLAB: A Prognostics Case Study (40:13) - Video
Wind Turbine High-Speed Bearing Prognosis - Example
Fault Diagnosis of Centrifugal Pumps Using Residual Analysis - Example

Note: Several of the examples require products in addition to those included in the machine learning trial. You can request additional products at any time by contacting Sales.

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