NeurIPS 2025 Tutorial

Energy and Power as First‑Class ML Design Metrics

Energy is the ultimate bottleneck for scaling AI today. This tutorial covers practical measurements techniques with a hands-on notebook, a primer on power & energy as computing resources, and optimization methods from kernels to clusters.

🗓️ Dec 2nd (Tue) 9:30 AM - 12:00 PM PST
📍 Upper Level Ballroom 6AB

Collaboration

The ML.ENERGY Initiative x NVIDIA

This tutorial is a collaboration between The ML.ENERGY Initiative/University of Michigan and NVIDIA. All materials (slides, hands‑on notebooks, references) will be openly available after the tutorial.

Status: The tutorial has concluded, and slides are available in session pages. Recordings are currently only available to NeurIPS attendees, and will likely be made public after the conference.

Speakers & Contributors