MATLAB-Tutorial: MATLAB in HPC (Module 2: Machine Learning with MATLAB)

MATLAB is a programming and numeric computing platform used by millions of engineers and scientists to analyze data, develop algorithms, and create models. It is developed by MathWorks, the leading developer of mathematical computing software for engineers and scientists. TU Dresden provides all staff and students with free campus-wide MATLAB access, including dedicated toolboxes for various applications.

In this hands-on tutorial you will learn how to do Machine Learning in MATLAB. We will use supervised and unsupervised machine learning to work with signal data. You will learn how to build and evaluate machine learning models for classification and regression.

This tutorial will be focused on the application of Machine Learning using MATLAB. You will have time to work through exercises on your own which will help you get started on your own projects. The event will also show how to use the built-in capabilities for Machine Learning in MATLAB using the MATLAB Parallel Server and show how to do deep learning with MATLAB using modern GPUs.

Agenda

• Machine learning introduction

• Supervised machine learning models

  • Regression

  • Classification

  • Feature Engineering

  • AutoML

• Unsupervised learning

The course is free of charge. Course language: English.
Please register here until 23rd September 2022: Registration MATLAB-Tutorial2

You will receive the access data via email to your registered email address before the event. If you have any questions, please do not hesitate to contact Ms. Anja Gerbes  ().