Free Practice Dell EMC NCA-GENM Exam Questions 2025

You are designing a generative AI system that needs to interpret and generate both textual descriptions and corresponding images. The system must integrate these diverse data types into a coherent model framework. Which of the following is the most effective approach for achieving this integration?

You are tasked with developing a generative AI system that creates personalized learning materials for students. To ensure that the AI system is fair and trustworthy, it must be designed to avoid any biases in the generated content that could disadvantage certain groups of students. Which approach would most effectively ensure the trustworthiness of the AI system?

You are building a multimodal generative model that combines text and visual inputs to create detailed descriptions of images. The model frequently generates descriptions that are textually rich but visually inaccurate. How can you modify the loss function to improve the accuracy of the visual components in the generated descriptions?

You are testing the effectiveness of a multimodal AI model designed to predict stock market trends using financial news articles, social media sentiment, and historical stock prices. The model performs well during periods of market stability but shows significant accuracy drops during market volatility. What approach should you take to improve the model's performance during volatile periods?

You are experimenting with different AI model architectures for a multimodal project that integrates text, image, and audio data. One model architecture shows high accuracy on the training set but fails to generalize well to the validation set. What is the most appropriate next step to evaluate and improve this model?