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A company has trained an ML model primarily using synthetic data, and now intends to use live personal data to test the model. Which of the following is NOT a best practice apply during the testing?
Please use the following answer the next question: XYZ Corp., a premier payroll services company that employs thousands of people globally, is embarking on a new hiring campaign and wants to implement policies and procedures to identify and retain the best talent. The new talent will help the company's product team expand its payroll offerings to companies in the healthcare and transportation sectors, including in Asia. It has become time consuming and expensive for HR to review all resumes, and they are concerned that human reviewers might be susceptible to bias. Address these concerns, the company is considering using a third-party Al tool to screen resumes and assist with hiring. They have been talking to several vendors about possibly obtaining a third-party Al-enabled hiring solution, as long as it would achieve its goals and comply with all applicable laws. The organization has a large procurement team that is responsible for the contracting of technology solutions. One of the procurement team's goals is to reduce costs, and it often prefers lower-cost solutions. Others within the company are responsible for integrating and deploying technology solutions into the organization's operations in a responsible, cost-effective manner. The organization is aware of the risks presented by Al hiring tools and wants to mitigate them. It also questions how best to organize and train its existing personnel to use the Al hiring tool responsibly. Their concerns are heightened by the fact that relevant laws vary across jurisdictions and continue to change. Which of the following measures should XYZ adopt to best mitigate its risk of reputational harm from using the Al tool?
Scenario:An organization is developing a powerful general-purpose AI (GPAI) model that has systemic impact. Thecompliance team is assessing what legal obligations apply under the EU AI Act.Under the EU AI Act, which of the following compliance actions applies only to General Purpose AImodels with systemic risk?
CASE STUDYA global marketing agency is adapting a large language model ("LLM") to generate content for an upcomingmarketing campaign for a client's new product: a hard hat designed for construction workers of any gender tobetter protect them from head injuries.The marketing agency is accessing the LLM through an application programming interface ("API") developedby a third-party technology company. They want to generate text to be used for targeted advertisingcommunications that highlight the benefits of the hard hat to potential purchasers. Both the marketing agencyand the technology company have taken reasonable steps to address Al governance. The marketing company has:• Entered into a contract with the technology company with suitable representations and warranties.• Completed an impact assessment on the LLM for this intended use.• Built technical guidance on how to measure and mitigate bias in the LLM.• Enabled technical aspects of transparency, explainability, robustness and privacy.• Followed applicable regulatory requirements.• Created specific legal statements and disclosures regarding the use of the Al on its client's advertising.The technology company has:• Provided guidance and resources to developers to address environmental concerns.• Build technical guidance on how to measure and mitigate bias in the LLM.• Provided tools and resources to measure bias specific to the LLM.• Enabled technical aspects of transparency, explainability, robustness and privacy.• Mapped and mitigated potential societal harms and large-scale impacts.• Followed applicable regulatory requirements and industry standards.• Created specific legal statements and disclosures regarding the LLM. including with respect to IP andrights to data.The technology company has also addressed environmental concerns and societal harms.Which of the following results would be considered biased outputs from this AI system EXCEPT?
According to November 2023 White House Executive Order, which of the following best describes the guidance given to governmental agencies on the use of generative Al as a workplace tool?
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