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SageMaker Clarify

SageMaker Clarify

- [Instructor] What if your AI system accidentally discriminates against certain groups? What if you can't explain why your model made a specific decision to stakeholders or regulators? Imagine Tutorials Dojo's Course Recommendation AI consistently suggest fewer advanced courses to certain demographic groups, or our fraud detection model flags transactions based on unintended biases. This aren't just technical problems, they're ethical and business risks. In this lecture, we'll explore Amazon's SageMaker Clarify, your tool for building transparent, fair, and explainable machine learning models. I'll show you how Clarify helps detect bias, explain model predictions, and build trust in your AI systems. We'll cover bias deduction, model explainability, and how to integrate this practices into your ML workflow. So what is Amazon SageMaker Clarify? SageMaker Clarify is your AI ethics and explainability toolkit. It helps you understand what your models are doing and ensures they're making…

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