Climate Impact Of AI: Difference between revisions

← Older edit

Climate Impact Of AI (edit)

Revision as of 12:44, 25 December 2021

625 bytes added , 2 years ago

→‎Data

VisualWikitext

MarcusV

Bureaucrats, Interface administrators, Rollbackers, Administrators

325

edits

Revision as of 12:19, 25 December 2021 (edit) MarcusV (talk \| contribs) No edit summary ← Older edit		Latest revision as of 12:44, 25 December 2021 (edit) (undo) MarcusV (talk \| contribs) (→‎Data)
(2 intermediate revisions by the same user not shown)
Line 30: == Background Readings == ''' Efforts to quantify the CO2 impact of ML''' ~~have been undertaken~~<ref name=":0">{{Cite journal\|last=Lacoste\|first=Alexandre\|last2=Luccioni\|first2=Alexandra\|last3=Schmidt\|first3=Victor \|last4=Dandres\|first4=Thomas\|date=2019-10-21\|title=Quantifying the Carbon Emissions of Machine Learning\|url=https://arxiv.org/abs/1910.09700\|journal=arXiv:1910.09700 [cs, stat]}}</ref><ref>{{Cite journal\|last=Henderson\|first=Peter\|last2=Hu\|first2=Jieru\|last3=Romoff\|first3=Joshua\|last4=Brunskill\|first4=Emma\|last5=Jurafsky\|first5=Dan\|last6=Pineau\|first6=Joelle\|date=2020-01-31\|title=Towards the Systematic Reporting of the Energy and Carbon Footprints of Machine Learning\|url=http://arxiv.org/abs/2002.05651\|journal=arXiv:2002.05651 [cs]}}</ref>. == Online Courses and Course Materials == Line 38 ⟶ 37: == Libraries and Tools == '''ML CO2 ~~Impac~~Impact''': A tool to calculate Machine Learning CO2 emissions, available [https://mlco2.github.io/impact/ here]. '''Experiment Impact Tracker''': Anther CO2 emissions calculator providing information about power draw from CPU and GPU, hardware information, python package versions, estimated carbon emissions information, and in California realtime carbon emission information, available [https://github.com/Breakend/experiment-impact-tracker here]. '''Microsoft Emissions Impact Dashboard''': A tool by Microsoft to track carbon emissions related to Microsoft cloud services usage, [https://www.microsoft.com/en-us/sustainability/emissions-impact-dashboard here] * '''Codecarbon''': A software package that integrates into Python codebase to estimate the amount of carbon dioxide produced by the cloud or personal computing resources used to execute the code, [https://codecarbon.io/ here] == Data == * '''Hugging Face Model Cards''': Several model cards of trained Hugging Face models report the amount of CO2 it took to train them, [https://huggingface.co/models?other=co2_eq_emissions here]. == References ==