
Project: Using Machine Learning for Calculating Construction Emissions
Ponsu Muthuraman ’26 evaluated the use of a machine learning tool to improve construction carbon emission estimation.
From preserving roofing tiles to creating energy-efficient spaces, teams have been working to ensure that the new campus is more than just a series of upgrades designed to benefit future generations of educators; it’s a comprehensive approach to sustainability that considers history and people, as well as the planet.

Ponsu Muthuraman ’26 evaluated the use of a machine learning tool to improve construction carbon emission estimation.

Danica Sun ’28 explored smarter resource use for one of Stanford’s major computing clusters.

Stanford’s on-site milling program transforms fallen limbs into campus benches and student art–providing the campus community a sustainable alternative to imported lumber.