← All apps

Perceptron Playground

Education

Trains a tiny neural network from scratch, live, to solve the XOR problem — showing why a single neuron can't do it and why backpropagation was needed.

Open Perceptron Playground (perceptron.apps.vtc.com)

About Perceptron Playground

Perceptron Playground is an interactive learning tool on VTC. Trains a tiny neural network from scratch, live, to solve the XOR problem — showing why a single neuron can't do it and why backpropagation was needed. It runs in your web browser and is free to use, and suits students, teachers and self-learners.

Who it's for: Students, teachers and self-learners

Features

Frequently asked questions

What is Perceptron Playground on VTC?

Perceptron Playground is an interactive learning tool on VTC. Trains a tiny neural network from scratch, live, to solve the XOR problem — showing why a single neuron can't do it and why backpropagation was needed.

Is Perceptron Playground free to use?

Yes. The VTC app catalog lists Perceptron Playground at no cost, and it runs in your web browser with nothing to install.

Who is Perceptron Playground for and how do I start?

It is aimed at students, teachers and self-learners. To start, open https://perceptron.apps.vtc.com in your browser.