Grade & subject
Written for Grade 3 (adaptable across grades 3–5). Cross-curricular: ELA discussion and vocabulary, plus computer science.
Complete lesson · Neural Networks
Students act out how a neural network passes information along, then build a maze game in Scratch - a one-hour, hands-on lesson for Grade 3.
At a glance
Written for Grade 3 (adaptable across grades 3–5). Cross-curricular: ELA discussion and vocabulary, plus computer science.
One 60-minute session. Best after the Machine Learning lesson, but it also stands alone.
Partly. The story, the Neural Network Relay, and the discussion run offline. Maze Craze in Scratch and Kahoot need devices.
Learning goal
Essential question: How does information travel through a neural network to help a computer make a decision?
Layers working together. A neural network hands information from one layer to the next, and the whole chain - not any single part - produces the answer.
Before you teach
Prep time: about 15 minutes to print and set up the relay.
The 60-minute agenda
Six steps that add up to one 60-minute class. Times include transitions.
Total: 60 minutes.
Want more? The teaching guide includes a longer Challenge-Based Learning version (Engage, Investigate, Act) for a multi-session Scratch project.
Checking for understanding
The included Exit Ticket asks students to explain how information travels through a neural network. A Kahoot quiz is an optional digital alternative.
Open the Exit Ticket ↗Adapt it
The bundle
Download everything at once, or grab the pieces you need. All files are PDFs.
CCSS ELA-Literacy SL.3.1 (collaborative discussion) and L.3.5 (word relationships), plus NGSS, CSTA, and ISTE connections. These are referenced in the lesson; confirm the exact alignment for your curriculum before formal planning.
© 2026 Morgan State University. Free to download and use in your classroom. Version 2026. Questions or want to adapt and share it more widely? k12ceamls@morgan.edu.