Machine Learning with MATLAB

Course modules

Getting Started

Get an overview of the course. Import and process data, explore data features, and train and evaluate a classification model.

Lessons:

Course Overview

Review - Machine Learning Onramp

Finding Natural Patterns in Data

Use unsupervised learning techniques to group observations based on a set of explanatory variables and discover natural patterns in a data set.

Lessons:

Course Example - Grouping Basketball Players

Low Dimensional Visualization

k-Means Clustering

Gaussian Mixture Models

Interpreting the Clusters

Hierarchical Clustering

Project - Clustering

Classification Methods

Use available classification methods to train data classification models. Make predictions and evaluate the accuracy of a predictive model.

Lessons:

Course Example - Classifying Fault Types

Nearest Neighbor Classification

Classification Trees

Naive Bayes Classification

Discriminant Analysis

Support Vector Machines

Classification with Neural Networks

Project - Classification Methods

Improving Predictive Models

Validate model performance. Optimize model properties. Reduce the dimensionality of a data set and simplify machine learning models.

Lessons:

Methods for Improving Predictive Models

Cross Validation

Reducing Predictors - Feature Transformation

Reducing Predictors - Feature Selection

Hyperparameter Optimization

Ensemble Learning

Project - Improving Predictive Models

Regression Methods

Use supervised learning techniques to perform predictive modeling for continuous response variables.

Lessons:

Course Example - Fuel Economy

Linear Models

Stepwise Fitting

Regularized Linear Models

SVMs, Trees and Neural Networks

Gaussian Process Regression

Project - Regression

Conclusion

Learn next steps and give feedback on the course.

Lessons:

Additional Resources

Survey

Course modules

Getting Started

Finding Natural Patterns in Data

Classification Methods

Improving Predictive Models

Regression Methods

Conclusion

Language

Hands-on exercises with automated feedback
Access to MATLAB through your web browser
Shareable progress report and course certificate

Machine Learning Onramp

Machine Learning with MATLAB

Course modules

Getting Started

Finding Natural Patterns in Data

Classification Methods

Improving Predictive Models

Regression Methods

Conclusion

Language

Hands-on exercises with automated feedbackAccess to MATLAB through your web browserShareable progress report and course certificate

Machine Learning Onramp

Hands-on exercises with automated feedback
Access to MATLAB through your web browser
Shareable progress report and course certificate