Machine Learning with MATLAB, Hands-on Workshop

Thursday Jul 7, 2022, 2:00 PM → 5:00 PM Europe/Berlin

Online

Update, June 27

All remaining spots have been filled and registration is no longer possible. We will now assign the remaining spots randomly, and all who have not received a definite Accept/Reject notification will get one soon.

Description

HPC.NRW and MathWorks cordially invite you to this hands-on workshop about Machine Learning with MATLAB. This half-day course will focus on machine learning fundamentals, and on building and evaluating machine learning models to classify human activity based on signals.

During this workshop we will do hands-on exercises that you can adapt for your own projects.

Time and Place

The course will take place on Thursday, July 7, 2022, from 2:00 PM to 5:00 PM. It will be held online via Zoom. The login credentials will be e-mailed to participants prior to the event.

Topics / Highlights

• Fundamentals of machine learning, including the topics of supervised learning, feature extraction, and hyperparameter tuning
• Building and evaluating machine learning models for classification and regression
• Automatic hyperparameter tuning and feature selection to optimize model performance
• AutoML
• Model deployment either using automated C/C++ code generation or Compiler

Registration

The registration is open to members of universities and other academic institutions in North Rhine-Westphalia. The course is free for both students and employees.

We will admit 30 people. Upon registering you will be put on a waiting list. You will be notified on June 22 whether you were accepted.

If there are more than 30 registrations, we will randomly select the participants. Everybody else will be put on a waiting list. If somebody cancels, we will offer the place to the first person on the waiting list.

Overview

This course is the third in a series of four courses that are held in summer 2022 and encompass the following topics:

• Introduction to Parallel Computing with MATLAB (module 1)
• Interoperability of MATLAB and Python (module 2)
• Machine Learning with MATLAB (module 3)
• Deep Learning with MATLAB (module 4)

Prerequisites

As we will be using MATLAB Online (MATLAB in a browser), a MATLAB installation on your desktop is not required. 

Basic MATLAB skills are recommended. If you are a complete MATLAB beginner, you can look through the MATLAB Academy, specifically the free MATLAB Onramp online course to familiarize yourself with MATLAB beforehand.

• A supported browser Browser Requirements - MATLAB & Simulink
• A MathWorks Account.  If you do not already have a MathWorks Account, please go to MathWorks Account Sign In to create one. Anyone can create an account for free, it is not required that your university has a campus license.

 

2022_NHR_Tutorial_MATLAB_MachineLearningWorkshop.pdf