Green-Software-Foundation / Green-Software-Foundation/patterns

Integrate Energy Efficient Machine Learning patterns from academia into AI section

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#127 3 comments 0 reactions 1 assignee Claimed by @LiyaMath View on GitHub
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Description

**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.

Contributor guide

Open the contributing guide

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