- Resource Information
Abstract
In this challenge, students will design and construct a system that will identify who is speaking. For this purpose students will use a free machine learning application. They will understand the concepts of building a model with samples, training it and testing results. Students will also learn the basics of the mathematics concerning sound.
This activity should be developed in groups of 3 learners. Teachers should help maintain the motivation of the learners particularly when they are struggling with the machine learning concepts and the use of the software application.
Learning Outcomes
Skills and Competences
The learners can develop the following skills and competences:
- Teamwork and collaboration
- Leadership
- Communication and presentation skills
- Designing a solution to a complex problem by breaking it into small, manageable problems
- Apply the engineering design process to solve problems
- Management of time and resources
- Use of machine learning software
Knowledge
The following knowledge can be gathered by the learners:
- Basic principles of digital sound
- Basic concepts of machine learning
Other Instructions
- Watch the video tutorials, namely those that relate to audio
- Collect voice samples from everyone in the class.
- Train the model using those samples.
URL
RESOURCES
Author
Carlos Vaz de Carvalho
Language
English
Main Topics
Engineering, Technology
Keywords
audio Machine Learning voice