Explainability - Deepstash

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Explainability is about making AI's decision-making transparent, so users can understand and trust how it reaches its conclusions.

Example - AI in Finance: For an AI deciding on loan approvals, explainability means it can show which factors influenced its decision, helping applicants understand or contest the outcome.


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Fairness in AI ensures that AI systems treat everyone equally, without bias against any gender, race, or ethnicity. It aims to prevent discrimination and promote equality.

Example - Application Tracking Systems (ATS): If an ...


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Transparency means openly sharing how AI systems work, from data use to decision-making processes, fostering trust and informed user interaction.

Example - AI in Social Media: When social media platforms explain how their al...


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Robustness is about making AI reliable in unforeseen conditions, ensuring it performs well even when faced with challenges like data changes or attacks.

Example - Facial Recognition: A robust facial recognition system accura...


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Privacy focuses on protecting personal data from misuse or unauthorized access, emphasizing the responsible management of sensitive information.

Example - Fitbit watches: Privacy in devices like Fitbit ensures users' health ...


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Adhering to the six pillars of AI ethics — Accountability, Fairness, Explainability, Transparency, Robustness, and Privacy — ensures AI systems are developed responsibly. These principles guide organizations in using AI while safeguarding users' rights and safety. Comm...



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Accountability means making sure someone is responsible for the actions and outcomes of AI systems. It’s about being ready to fix mistakes and improve the system when needed.

Example - Self-driving vehicles: For AI-driven ca...


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Artificial Intelligence (AI) has become an integral part of our daily lives, influencing decisions from personalised recommendations to critical healthcare diagnostics. Now with the ChatGPT, LLMs and other Generative AI technologies being emerging at a jet speed, there ar...


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Establishing Ethical Guidelines for Transparent AI Development

Establishing Ethical Guidelines for Transparent AI Development

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...

Separate decision quality from results

People have a natural tendency to conflate the quality of a decision with the quality of its outcome. They're not the same thing. 

You can make a smart, rational choice but still get poor results. That doesn't mean you should have made a different choice; it simply means that other f...


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