Question 1

Which of the following Al uses is best described as human-centric?

Options :

A :

Pattern recognition algorithms are used to improve the accuracy of weather predictions, which benefits many industries and everyday life.

B :

Autonomous robots are used to move products within a warehouse, allowing human workers to reduce physical strain and alleviate monotony.

C :

Machine learning is used for demand forecasting and inventory management, ensuring that consumers can find products they want when they want them.

D :

Virtual assistants are used adapt educational content and teaching methods to individuals, offering personalized recommendations based on ability and needs.

Answer: D

Question 2

Under the Canadian Artificial Intelligence and Data Act, when must the Minister of Innovation, Science and Industry be notified about a high-impact Al system?

Options :

A : When use of the system causes or is likely to cause material harm.

B : When the algorithmic impact assessment has been completed.

C : Upon release of a new version of the system.

D : Upon initial deployment of the system.

Answer: D

Question 3

According to the GDPR, an individual has the right to have a human confirm or replace an automated decision unless that automated decision?

Options :

A : Is authorized with the data subject s explicit consent.

B : Is authorized by applicable Ell law and includes suitable safeguards.

C : Is deemed to solely benefit the individual and includes documented legitimate interests.

D :

Is necessary for entering into or performing under a contract between the data subject and data controller.

Answer: A

Question 4

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?

Options :

A : The test data should be representative of the expected operationaldata.

B : Testing should minimize human involvement to the extent practicable.

C : The test data should be anonymized to the extent practicable.

D : Testing should be performed specific to the intended uses.

Answer: B

Question 5

CASE STUDY

A global marketing agency is adapting a large language model ("LLM") to generate content for an upcoming

marketing campaign for a client's new product: a hard hat designed for construction workers of any gender to

better protect them from head injuries.

The marketing agency is accessing the LLM through an application programming interface ("API") developed

by a third-party technology company. They want to generate text to be used for targeted advertising

communications that highlight the benefits of the hard hat to potential purchasers. Both the marketing agency

and 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 and

rights 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?

Options :

A : The generated ads are sent to construction companies, not individual workers

B : The content generated for minority construction workers is insufficient

C : The images of female workers are hyper-sexualized

D : The advertising text generated for female audiences focuses on color and style

Answer: A

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