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What steps ensure transparency when updating an existing model?

Asked on Nov 06, 2025

Answer

Ensuring transparency when updating an existing model involves documenting changes, assessing impacts, and maintaining clear communication with stakeholders. This process can be supported by using frameworks like model cards, which provide a structured way to document model updates, performance metrics, and potential biases.

Review the current model card to understand the baseline performance and documented biases.
Document the changes made to the model, including algorithmic updates, data modifications, and parameter tuning.
Evaluate the updated model's performance using fairness and transparency metrics, and update the model card with these findings.

Additional Comment:

Ensure that stakeholders are informed about the updates and any potential impacts on model outcomes.
Consider using explainability tools like SHAP or LIME to illustrate how changes affect model predictions.
Regularly review and update the model card to reflect ongoing changes and improvements.

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Didn’t find the answer you were looking for?

What steps ensure transparency when updating an existing model?

Asked on Nov 06, 2025

Answer

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