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NVIDIA NCA-GENM Exam Syllabus Topics:

NVIDIA Generative AI Multimodal Sample Questions:

1. What does 'modality alignment' refer to?

A) Aligning different modalities within multimodal data to ensure meaningful connections and associations.
B) Addressing challenges related to missing or incomplete information across different modalities.
C) The process of integrating diverse data types such as text, images, audio, time series, and geospatial information.
D) The integration of pretrained models to perform custom tasks involving different types of data.

2. In experimentation, how does data augmentation contribute to improving model accuracy?

A) It has no impact on model accuracy and is primarily used for data visualization purposes.
B) It reduces the complexity of the model, making it easier to train and evaluate.
C) It improves the interpretability of the model by providing additional insights into the data.
D) It helps in increasing the size of the dataset, leading to better generalization of the model.

3. What is a common method to reduce the computational cost of deep learning models during inference?

A) Adding more convolutional filters.
B) Pruning weights or neurons.
C) Increasing the batch size.
D) By replacing activation functions in some neurons with simpler ones.

4. In the development of Trustworthy AI, what is the significance of 'Certification' as a principle?

A) It requires AI systems to be developed with an ethical consideration for societal impacts.
B) It mandates that AI models comply with relevant laws and regulations specific to their deployment region and industry.
C) It ensures that AI systems are transparent in their decision-making processes.
D) It involves verifying that AI models are fit for their intended purpose according to regional or industry- specific standards.

5. You have a dataset containing information about sales performance for different regions in the last ten years.
Which type of data visualization would be most appropriate to compare the sales performance across regions on a year-by-year basis?

A) Pie chart
B) Line chart
C) Scatter plot
D) Bar chart

Solutions: