A few key ways we've improved transparency in AI at LinkedIn:
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Understanding machine learning models
Improving data analysis and decision-making
How Google uses logic in machine learning
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Transparency allows modellers, developers, and technical auditors to understand how an AI system works, including how a model is trained and evaluated, what its decision boundaries are, what inputs go into the model, and finally, why it made a specific prediction. This is often also described as ...
Ensuring transparency and accountability in the realm of AI ethics stands as a formidable challenge, one that is central to fostering trust in AI systems and ensuring their responsible use.
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To address this, there's a pressing need to establish clear guidelines and standards for AI development. These guidelines should encompass not only the technical aspects of AI but also ethical considerations.
Creating a transparent framework that outlines the development process, data sour...
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