Wed. Mar 18th, 2026

Green AI in Practice: How I Track GPU Hours, Energy, CO₂, and Cost for Every ML Experiment


Most data teams track Accuracy, Latency, and maybe GPU Utilization if someone is watching the dashboard. Almost no one tracks:

  • How many GPU-hours a model run consumed
  • How many kWh of electricity that implies
  • How much CO₂ and cloud spend are associated with each experiment

Once I started paying attention to these metrics, it completely changed how I design and run experiments.

By uttu

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