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NVIDIA NCA-GENM Exam Syllabus Topics:

NVIDIA Generative AI Multimodal Sample Questions:

1. What characteristic of autoencoders makes them suitable for anomaly detection?

A) Their function in enhancing the quality of images.
B) Their capability to predict future outcomes based on past data.
C) Their ability to classify images with high accuracy.
D) Their capacity to learn a compressed representation of the data.

2. What is a main application of Triton Inference Server?

A) Triton Server can be used to execute GPU-accelerated graph analysis with cuGraph.
B) Triton Server can be used to deploy neural networks from various frameworks.
C) Triton Server can be used to deploy AI models on the GPU only.
D) Triton Server can be used to generate images from pure noise.

3. 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) Scatter plot
B) Pie chart
C) Line chart
D) Bar chart

4. What is the role of CLIP (Contrastive Language-Image Pretraining) in text-to-image generation?

A) CLIP is used to enhance datasets through data augmentation for text-to-image generation.
B) CLIP is used to generate image captions from textual input.
C) CLIP is used to convert textual input into image embeddings.
D) CLIP provides a common embedding space for both the textual and image modalities.

5. Which visualization technique is suitable for representing the distribution of performance scores for different multimodal ML models over different modalities?

A) Histogram
B) Pie chart
C) Heatmap
D) Box plot

Solutions: