NCA-GENM Question 186
Select 3A team is developing a multimodal Generative AI application that combines text and image data. To ensure adherence to best practices and maintain high software quality and reliability, which actions should the team prioritize during the development process?
- A
Implement automated testing pipelines that cover both text and image processing workflows.
- B
Rely solely on manual testing before deployment to ensure flexibility in identifying issues.
- C
Use pre-trained models without evaluating their performance on the specific dataset.
- D
Incorporate continuous monitoring to detect and address model drift in production.
- E
Adopt version control for both code and datasets to track changes and ensure reproducibility.
Show answer and explanation
Correct answers: A, D, E
Explanation
Maintaining high standards of software quality and reliability in multimodal Generative AI applications involves implementing automated testing, monitoring for model drift, and using version control to ensure reproducibility. These practices ensure that the application remains robust, reliable, and adaptable to changes in data or requirements.
- A. Correct.
Automated testing pipelines are essential for ensuring that both text and image processing workflows function reliably and adhere to quality standards. This is a critical best practice.
- B. Incorrect.
While manual testing can be useful, relying solely on it is not a best practice. Automated and repeatable testing is necessary for maintaining high software reliability.
- C. Incorrect.
Using pre-trained models without evaluating their performance on the specific dataset can lead to poor results and potentially unreliable outputs. Evaluation is a crucial step.
- D. Correct.
Continuous monitoring allows the team to detect issues like model drift, which can degrade performance over time. This is an important practice for maintaining reliability in production.
- E. Correct.
Version control for both code and datasets is critical for reproducibility and traceability, ensuring that any changes can be tracked and reverted if necessary.