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  2. AI bias refers to biased results in artificial intelligence systems due to human biases in training data or algorithms1. Some sources of fairness and non-discrimination risks in AI include:
    Learn more:
    What is AI bias? AI bias, also called machine learning bias or algorithm bias, refers to the occurrence of biased results due to human biases that skew the original training data or AI algorithm—leading to distorted outputs and potentially harmful outcomes.
    www.ibm.com/topics/ai-bias
    To list some of the source of fairness and non-discrimination risks in the use of artificial intelligence, these include: implicit bias, sampling bias, temporal bias, over-fitting to training data, and edge cases and outliers.
    www.weforum.org/agenda/2021/07/ai-machine-lear…
     
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  4. What Is AI Bias? | IBM

    WEBDec 22, 2023 · AI bias, also called machine learning bias or algorithm bias, refers to the occurrence of biased results due to human biases that skew the original training data or AI algorithm—leading to distorted outputs …

     
  5. There’s More to AI Bias Than Biased Data, NIST …

    WEBMar 16, 2022 · Working with the AI community, NIST seeks to identify the technical requirements needed to cultivate trust that AI systems are accurate and reliable, safe and secure, explainable, and free from bias. …

  6. Bias in Artificial Intelligence | Harvard Magazine

    WEBAug 2, 2021 · One of the more startling and instructive documentaries of the recent past is 2020’s Coded Bias, which explores a thorny dilemma: in modern society, artificial-intelligence systems increasingly govern and …

  7. Research shows AI is often biased. Here's how to …

    WEBJul 19, 2021 · To explain how bias can lead to prejudices, injustices and inequality in corporate organizations around the world, I will highlight two real-world examples where bias in artificial intelligence was identified …

  8. Eliminating Algorithmic Bias Is Just the Beginning of …

    WEBSep 29, 2023 · When it comes to artificial intelligence and inequality, algorithmic bias rightly receives a lot of attention. But it’s just one way that AI can lead to inequitable outcomes.

  9. This is how AI bias really happens—and why it’s so …

    WEBFeb 4, 2019 · How AI bias happens. We often shorthand our explanation of AI bias by blaming it on biased training data. The reality is more nuanced: bias can creep in long before the data is collected as...

  10. NIST Proposes Approach for Reducing Risk of Bias in …

    WEBJun 22, 2021 · NIST outlines the approach in A Proposal for Identifying and Managing Bias in Artificial Intelligence (NIST Special Publication 1270), a new publication that forms part of the agency’s broader effort to support …

  11. AI Fundamental Research - Managing AI Bias | NIST

  12. The unseen Black faces of AI algorithms - Nature

    WEBOct 19, 2022 · Pivotal study of facial recognition algorithms revealed racial bias. An audit of commercial facial-analysis tools found that dark-skinned faces are misclassified at a much higher rate than are ...

  13. Age-related bias and artificial intelligence: a scoping review - Nature

  14. Addressing equity and ethics in artificial intelligence

    WEBJan 8, 2024 · Biased algorithms can promote discrimination or other forms of inaccurate decision-making that can cause systematic and potentially harmful errors; unequal access to AI can exacerbate inequality …

  15. Tackling bias in artificial intelligence (and in humans)

  16. Artificial intelligence: rooting out bias and stereotypes

  17. The Role Of Bias In Artificial Intelligence - Forbes

  18. What Do We Do About the Biases in AI? - Harvard Business Review

  19. Artificial intelligence and bias: Four key challenges - Brookings

  20. Keeping artificial intelligence real - McKinsey & Company

  21. How AI could perpetuate racism, sexism and other biases in society

  22. Towards a Standard for Identifying and Managing Bias in Artificial ...

  23. AI Bias Examples | IBM

  24. Humans inherit artificial intelligence biases | Scientific Reports

  25. Artificial Intelligence Can Be Biased. Here’s What You Should …

  26. How artificial intelligence is unmasking bias throughout the ...

  27. Generative AI Takes Stereotypes and Bias From Bad to Worse

  28. Ethical and Legal Implications of Artificial Intelligence ... - Frontiers

  29. Considerations for addressing bias in artificial intelligence for ...

  30. What about fairness, bias and discrimination? | ICO

  31. Technical, economic, and societal risks in the progress of artificial ...

  32. Artificial Intelligence in Canadian Healthcare: Will the Law

  33. How artificial intelligence is unmasking bias throughout the ...

  34. Artificial Intelligence reveals bias in recruitment process, says ...