Free NVIDIA NCA-GENM Exam Dumps Questions & Answers

What advantage does multimodal learning have over unimodal learning?

• A.  It is easier to collect multimodal data than unimodal data.
• B.  It is more reliable than unimodal learning.
• C.  It can capture more complex patterns and relationships in data.
• D.  It requires fewer data samples for learning.

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

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

What does 'modality alignment' refer to?

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

In a Generative Adversarial Network (GAN), what is the role of the discriminator?

• A.  To distinguish between real and generated data.
• B.  To calculate the loss function and update the generator.
• C.  To optimize the training process.
• D.  To generate new data based on the training set.

Which of the following is a disadvantage of the ReLU activation function?

• A.  It is computationally expensive.
• B.  It is not suitable for deep neural networks.
• C.  It can cause dead neurons.
• D.  It is prone to vanishing gradient problem.