Useful Tools for AI & Sustainability

This page contains a curated list of tools, frameworks, and platforms relevant to the course.

AI Carbon Footprint Tools

ML CO2 Impact Calculator

• Website: https://mlco2.github.io/impact/
• Description: Calculate the carbon footprint of your machine learning models
• Features:
  • Estimates based on hardware type
  • Regional energy mix considerations
  • Runtime duration calculations

CodeCarbon

• Website: https://codecarbon.io/
• Description: Track and reduce CO2 emissions from your computing
• Features:
  • Python package for tracking emissions
  • Real-time monitoring
  • Integration with ML frameworks

Cloud Carbon Footprint Tools

Cloud Carbon Footprint

• Website: https://www.cloudcarbonfootprint.org/
• Description: Measure, monitor and reduce cloud carbon emissions
• Supports: AWS, Azure, GCP

Contact & Support

For additional resources or broken links, please contact the course instructor.