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NVIDIA NCA-GENM Exam Syllabus Topics:

NVIDIA Generative AI Multimodal Sample Questions:

1. In a multimodal machine learning context, how are different modalities usually linked to each other?

A) Different modalities are linked through a shared representation that captures the relationships between the modalities.
B) Different modalities are linked through random connections.
C) Different modalities are not linked to each other in a multimodal machine learning context.
D) Different modalities are linked through separate models that are ensembled by tree-based models.

2. Which technique is commonly used to speed up AI model training and inference on hardware accelerators?

A) Dropout
B) Quantization
C) Data augmentation
D) Model enlargement

3. What is the significance of A/B testing in ML software engineering?

A) A/B testing helps in optimizing the hyperparameters of a machine learning model.
B) A/B testing is irrelevant in ML software engineering.
C) A/B testing is used to measure the impact of changes in the user interface of a ML application.
D) A/B testing helps in evaluating the performance and effectiveness of different machine learning models.

4. During the process of data cleansing, which of the following steps is NOT typically performed?

A) Transforming data into a different format
B) Identifying and handling missing values
C) Collecting additional data
D) Removing duplicates

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

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

Solutions: