Exam Certified AI Associate topic 1 question 1 discussion

FROM TRAILHEAD: https://trailhead.salesforce.com/content/learn/modules/responsible-creation-of-artificial-intelligence/recognize-bias-in-ai Automation Bias: Automation bias imposes a system’s values on others. Take, for instance, a beauty contest judged by AI in 2016. The goal was to declare the most beautiful women with some notion of objectivity. But the AI in question was trained primarily on images of white women and its learned definition of "beauty" didn't include features more common in people of color. As a result, the AI chose mostly white winners, translating a bias in training data into real world outcomes.

Automation bias imposes a system’s values on others. https://trailhead.salesforce.com/content/learn/modules/responsible-creation-of-artificial-intelligence/recognize-bias-in-ai

Societal is correct

Automation bias imposes a system’s values on others. Take, for instance, a beauty contest judged by AI in 2016. The goal was to declare the most beautiful women with some notion of objectivity. But the AI in question was trained primarily on images of white women and its learned definition of "beauty" didn't include features more common in people of color. As a result, the AI chose mostly white winners, translating a bias in training data into real world outcomes.

The correct answer i C. Societal bias occurs when a system or algorithm reflects and imposes the broader societal values, stereotypes, or inequalities onto its users. This kind of bias emerges when systems are trained on data that is influenced by societal norms, prejudices, or disparities. As a result, the system may unintentionally reinforce these biases in its outcomes.

Correct Answer is C Societal:Societal bias refers to biases that stem from the broader societal norms, values, and beliefs that can influence how systems are designed and interpreted. These biases can then be embedded within the system and reflected in its outputs, effectively imposing those societal values onto individuals or groups interacting with it

Automation Bias Automation bias imposes a system’s values on others. Take, for instance, a beauty contest judged by AI in 2016. The goal was to declare the most beautiful women with some notion of objectivity. But the AI in question was trained primarily on images of white women and its learned definition of "beauty" didn't include features more common in people of color. As a result, the AI chose mostly white winners, translating a bias in training data into real world outcomes.

The correct answer is C. Societal bias. Explanation: Societal bias occurs when a system or algorithm reflects and imposes the broader societal values, stereotypes, or inequalities onto its users. This kind of bias emerges when systems are trained on data that is influenced by societal norms, prejudices, or disparities. As a result, the system may unintentionally reinforce these biases in its outcomes. Association bias refers to the bias that comes from algorithms associating certain characteristics (e.g., gender, race) with specific outcomes due to patterns in the data. Automation bias occurs when people place too much trust in automated systems, potentially leading to overreliance on these systems' decisions, even when they are flawed or incorrect. In the context of imposing values, societal bias is the type that spreads the existing societal norms and values, often without consideration for fairness or diversity.

Automation bias imposes a system’s values on others. https://trailhead.salesforce.com/trailblazer-community/feed/0D54V00007ifr2CSAQ

Answer is Automation Bias. Option B. Mentioned in Trailhead module.

Automation bias imposes a system’s values on others. https://trailhead.salesforce.com/content/learn/modules/responsible-creation-of-artificial-intelligence/recognize-bias-in-ai

I think C. Sicietal is the correct answer : Societal bias is the type of bias that imposes a system's values on others. Societal bias is a type of bias that reflects the assumptions, norms, or values of a specific society or culture.

C. Societal

I think social bias is more correct in terms of inferring the system's values ​​to others. This is because social bias can lead us to judge people or groups based on society's values, which can lead us to think of the system's values ​​to others.

It is "B"

Association bias is due to data (eg: if someone search for ties, then show all clothing recommendations that fits a suit and tie occasion); societal bias is due to prejudice (eg: people living in area A are all wealthy) so it has to be automation bias. Automation bias imposes a system’s values on others.

B. Automation