NCA-GENM Exam Dumps | You are working on a project involving generating photorealistic images of human faces using a generative

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Question 183/192

You are working on a project involving generating photorealistic images of human faces using a generative model. Ethical considerations are paramount. Which of the following practices are MOST important to incorporate into your development workflow to mitigate potential biases and misuse?

A. Training the model on a diverse and representative dataset, implementing mechanisms to detect and mitigate biases in the generated images, and providing transparency about the limitations and potential risks of the technology.

B. Focusing solely on improving the technical performance of the model, ignoring potential ethical concerns, and releasing the model as open-source to promote innovation.

C. Implementing strict controls over the types of images the model can generate, limiting its use to specific applications, and restricting access to the model to a small group of trusted individuals.

D. Prioritizing speed and efficiency in the development process, neglecting to address potential biases, and deploying the model without conducting thorough testing or evaluation.

E. Using synthetic data for training to avoid any potential privacy concerns related to real-world data, ignoring potential biases in the synthetic data, and claiming that the model is completely unbiased.

Correct Answer: A

Addressing ethical considerations requires a multi-faceted approach, including training on diverse data, bias detection/mitigation, and transparency. Option A encompasses all these aspects. Ignoring ethical concerns (B, D) is irresponsible. Restricting access (C) might not be feasible or effective. Synthetic data (E) can still be biased. Claiming a model is completely unbiased is misleading and incorrect.

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