Lab Article2022

Torchwindow

An open-source ML visualization library for PyTorch, providing real-time training visualization and debugging tools for machine learning engineers.

Torchwindow was built around a simple frustration: model training often hides the behaviour you most need to see.

The project explored real-time visualisation and debugging for PyTorch workflows, giving researchers a better window into training dynamics without building one-off dashboards for every experiment.

The broader lesson is still relevant. Research systems need observability, not just metrics at the end of a run.