AI

Machine Learning and Music Classification

In this project, students build a machine learning model that analyzes and classifies music using Teachable Machine.

Medium

2 Hours

High School

Middle School

Project Description

Machine learning is a way for computers to learn from data and make decisions or predictions without being explicitly programmed. In this project, students will build a machine learning model that can classify a song by musical genre.

Students will complete the following tasks:

Choose 3 genres and gather sample audio data for each genre
Train the model
Test the model to determine its accuracy
Add more training data and re-train the model
Test the model again
Reflect on how a model’s training data impacts its accuracy

Project Demo

Explore this program before assigning it!

Project Overview

Here is an outline of the project activities:

Planning our Model

Introduction to Teachable Machine

Gathering Model Data

Training and Testing our Model

Model Reflection

Adding More Training Data

Training Data Reflection

Sharing Your Model

Share Your Model

Extension Ideas