Amazon AWS Certified AI Practitioner: AIF-C01

Correct Answer: AC

To build an AI model responsibly and minimize bias, it is essential to ensure fairness and transparency throughout the model development and deployment process. This involves detecting and mitigating data imbalances and thoroughly

evaluating the model's behavior to understand its impact on different groups.

Option A (Correct): "Detect imbalances or disparities in the data":This is correct because identifying and addressing data imbalances or disparities is a critical step in reducing bias. AWS provides tools like Amazon SageMaker Clarify to detect

bias during data preprocessing and model training. Option C (Correct): "Evaluate the model's behavior so that the company can provide transparency to stakeholders":This is correct because evaluating the model's behavior for fairness and

accuracy is key to ensuring that stakeholders understand how the model makes decisions. Transparency is a crucial aspect of responsible AI.

Option B:"Ensure that the model runs frequently" is incorrect because the frequency of model runs does not address bias.

Option D:"Use the Recall-Oriented Understudy for Gisting Evaluation (ROUGE) technique to ensure that the model is 100% accurate" is incorrect because ROUGE is a metric for evaluating the quality of text summarization models, not for

minimizing bias.

Option E:"Ensure that the model's inference time is within the accepted limits" is incorrect as it relates to performance, not bias reduction.

AWS AI Practitioner References:

Amazon SageMaker Clarify:AWS offers tools such as SageMaker Clarify for detecting bias in datasets and models, and for understanding model behavior to ensure fairness and transparency.

Responsible AI Practices:AWS promotes responsible AI by advocating for fairness, transparency, and inclusivity in model development and deployment.

Correct Answer: B

Amazon Transcribe is the correct solution for converting audio from customer calls into text, allowing the company to analyze and extract key information from the conversations.

Correct Answer: C

The scenario where a student copies content from generative AI to write essays represents the challenge ofplagiarismin responsible AI use.