NCA-GENM Question 131
Select 4A retail company aims to implement a generative AI multimodal solution to create personalized marketing content based on customer data (text and images). Which combination of system components would best meet the company's needs?
- A
High-performance GPUs designed for AI workloads, such as NVIDIA Tensor Core GPUs
- B
A large dataset that includes both labeled and unlabeled customer-specific text and image data
- C
A cloud-based storage solution optimized for video streaming
- D
Generative AI models pre-trained on multimodal datasets, such as NVIDIA's NeMo framework
- E
A CPU-only infrastructure to reduce hardware costs
- F
Software tools for fine-tuning models with domain-specific data, such as NVIDIA TAO Toolkit
Show answer and explanation
Correct answers: A, B, D, F
Explanation
To implement a generative AI multimodal solution for personalized marketing, the system must include high-performance GPUs for efficient AI processing, a relevant dataset combining text and image data, pre-trained multimodal models for faster deployment, and software tools for customization and fine-tuning. These components ensure the solution meets the company's requirements while delivering accurate and scalable results.
- A. Correct.
High-performance GPUs are critical for training and running generative AI models efficiently, especially for multimodal tasks that involve both text and image processing.
- B. Correct.
A diverse and relevant dataset is essential to train or fine-tune generative AI models effectively for personalized content generation.
- C. Incorrect.
A cloud-based storage solution optimized for video streaming is not directly relevant to multimodal generative AI tasks involving text and image data.
- D. Correct.
Pre-trained generative AI models, such as those in NVIDIA's NeMo framework, reduce development time and provide a strong foundation for multimodal tasks.
- E. Incorrect.
A CPU-only infrastructure lacks the computational power to handle the demands of generative AI workloads, particularly for multimodal solutions.
- F. Correct.
Software tools like NVIDIA TAO Toolkit enable fine-tuning of pre-trained models, which is crucial for adapting the solution to specific use cases, such as personalized marketing content.