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Discrimination against Minorities.
If AI is trained on biased data, it will produce biased results, potentially leading to discrimination against minorities or other groups. Examples of discrimination and bias that have already occurred include:
– AI hiring tool that discriminates against women.
– Facial recognition AI that works better for light-skinned individuals than dark-skinned individuals.
– AI-driven loan approvals: Higher proposed interest rates for certain minority groups.
– AI responses with biased professional stereotypes for men and women.
Measures to mitigate bias include:
– Technical solutions: “De-biasing” the language or using less biased and more inclusive data.
– Transparency and/or auditing processes: Ensuring that models are operating fairly and not discriminatory.
– Diverse workforce: Having diverse development teams to provide different perspectives and reduce biases.
Deep Fakes.
AI can create realistic-looking fake videos or audios that can be used for defamation or misinformation.
Oppressive Surveillance.
Governments and organizations can use AI for surveillance and control of individuals, such as installing facial recognition cameras in public spaces.
Manipulation of Public Opinion.
AI can generate fake comments or content on social media at a large scale, posing a significant risk of influencing opinions and narratives.
Spam and Fraud.
AI can be used to carry out massive spam attacks or fraud schemes.
The outlined limitations and challenges underscore the importance of an ethical, appropriately regulated, and responsible adoption of AI. Addressing these issues as technology advances is essential to ensure that AI is used in a way that benefits society as a whole and avoids harm.
The above is an excerpt from the book “Keys to Artificial Intelligence” by Julio Colomer, CEO of AI Accelera, also available in a mobile-friendly ebook version.
At AI Accelera, our goal is to make the vast potential of Artificial Intelligence accessible to businesses, professionals, startups, and students from all over the world. See how we can help you.