Responsible_Explainable_AI

Dataset

Distributions of the Dataset

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Confusion Matrix of the Dataset

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Innovative Approach

Explainable Boosting Classifier (EBC) from InterpretML

Global Explanation: Analysis of feature importance in model prediction.

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Bias Detection and Mitigation

Bias Identification: Through Explainable AI techniques.

Mitigation Strategy: Adjusting weights for age groups in the model to reduce age-related biases.

Results

grab-Responsible AI for Social Good-Arc-003894@2x

grab-Responsible AI for Social Good-Arc-003896@2x

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Presentation Link

https://docs.google.com/presentation/d/15aLstIOfke5Bxr9iIUiIh2-je2dX4fmUqvc22ahDOj4/edit#slide=id.g2b52a62d957_0_120