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Explainable Al (XAI) with Python

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Easy Way to Learn XAI

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Differences between the ML models that use glass boxes, white boxes, and black boxes that use glass boxes

Categorization of XAI based on their scope, agnosticism, data types, and explanation methods, as well as how they

The trade-off between being accurate and being able to understand

InterpretML is a software package from Microsoft that can be used to write explanations of ML models

Need for counterfactual and different explanations

The workings and mathematical models of XAI techniques like LIME, SHAP, DiCE, LRP, counterfactual and contrastive

The use of XAI techniques like LIME, SHAP, DiCE, and LRP to explain black-box models for tabular, textual, and image

Use this tool from Google to look at data points and come up with things that might not have happened

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