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Integrate Energy Efficient Machine Learning patterns from academia into AI section
Is your feature request related to a problem? Please describe. There is an absence of green AI patterns on the general web
Describe the solution you'd like Most patterns in this area reside in the academic literature, around terms like "energy efficient machine learning" or "green ai". There is also a substantial literature on "energy efficient algorithms" particularly in the IoT and networking space, but these are not machine learning/AI specific.
Examples of lists/reviews of patterns:
Example Pattern Reviews
https://ieeexplore.ieee.org/abstract/document/9810097
https://www.researchgate.net/profile/Bilal-Abdualgalil/publication/341025182_Efficient_Machine_Learning_Algorithms_for_Knowledge_Discovery_in_Big_data_A_literature_Review/links/5ea99710a6fdcc7050980a84/Efficient-Machine-Learning-Algorithms-for-Knowledge-Discovery-in-Big-data-A-literature-Review.pdf
https://www.sciencedirect.com/science/article/abs/pii/S2214579615000271
https://ieeexplore.ieee.org/abstract/document/9150337
https://arxiv.org/abs/2111.05850
https://www.researchgate.net/profile/Gabrieli-Silva-4/publication/352691331_Performance_and_Energy_efficiency_Analysis_of_Machine_Learning_algorithms_Towards_Green_AI_a_case_study_of_decision_tree_algorithms/links/60d36611a6fdcc75a24dc42f/Performance-and-Energy-efficiency-Analysis-of-Machine-Learning-algorithms-Towards-Green-AI-a-case-study-of-decision-tree-algorithms.pdf
Example Patterns https://dl.acm.org/doi/abs/10.1145/2744769.2744904 https://ieeexplore.ieee.org/document/8374840 https://ieeexplore.ieee.org/document/9139716 https://ieeexplore.ieee.org/document/9432391 https://www.researchgate.net/publication/349348802_Analytically_Guided_Machine_Learning_for_Green_IT_and_Fluent_Traffic https://link.springer.com/article/10.1007/s00500-021-05684-7 https://arxiv.org/abs/2208.00406 https://arxiv.org/abs/2104.10350
Describe alternatives you've considered Looked in the non-academic web and found almost nothing.
Additional context The literature reviews in particular offer a trail of patterns to follow in the references. They also suggest people we might want to invite to contribute to this part of the project.
Discussed in today's meeting. We'll proceed after COP. This could be a potential task for Upwork people.
COP is gone and upwork didn't happen, I guess this pattern is free again? Just asking for the general group, I don't have the expertise to convert it.