Artificial Intelligence
Bias (AI)
Also known as: Bias in AI & Algorithmic bias
Definition
glossaryBiasBias is a systematic distortion in thinking or data that affects the accuracy of research or decision-making.Open glossary term in AI refers to systematic errors or unfair outcomes caused by skewed glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term, assumptions, or glossaryModelA model is a system or representation used to process data and generate outputs, often trained to perform specific tasks.Open glossary term design.
In practice
Identified through testing outputs across different scenarios and user groups.
The reality
glossaryBiasBias is a systematic distortion in thinking or data that affects the accuracy of research or decision-making.Open glossary term is difficult to eliminate completely and often reflects underlying issues in glossaryTraining DataTraining data is the dataset used to teach a machine learning model how to perform a task.Open glossary term.
Also known as
Bias in AI & Algorithmic bias
Plain English
When AI is unfair or skewed.
FAQ
Common questions
A few practical answers to the questions that usually come up around this term.
What is bias in AI?
It is when AI produces unfair or skewed results due to glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term or design.
What causes AI bias?
Biased glossaryTraining DataTraining data is the dataset used to teach a machine learning model how to perform a task.Open glossary term or flawed assumptions.
Why is AI bias a problem?
It can glossaryLeadA lead is a potential customer who has shown interest in a product or service, typically by providing contact information or engaging with content.Open glossary term to unfair or inaccurate outcomes.
How can AI bias be reduced?
By improving glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term diversity and testing outputs.
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