Considerable human resource is dedicated to interpreting electropherograms in forensic biology facilities.

Artificial neural networks are a powerful tool that can be used to recognise patterns and classify data.

We demonstrate an artificial neural network trained to ‘read’ electropherograms and show it generalised to unseen profiles.

There is potential for the use of artificial neural networks to be extended to reading complex, mixed electrophoretic data.