GSTT-CSC / GSTT-CSC/MLOps

AI fairness techniques e.g. AI Fairness 360 should be added to MLOPs

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Description

There are several different mathematical fairness checking and balancing methods available. Some of these should be added to MLOps.

Previous suggestion of this was made by Laurence Jackson.

"https://ai-fairness-360.org/

AI Fairness 360 is an open-source toolkit for measuring and compensating for data bias in AI.

It looks like its got a lot of potential for us to understand our data/model biases. They have a load of example notebooks on their GitHub demonstrating how we could use it.

e.g.
https://github.com/Trusted-AI/AIF360/blob/master/examples/tutorial_credit_scoring.ipynb
https://github.com/Trusted-AI/AIF360/blob/master/examples/tutorial_medical_expenditure.ipynb "

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