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NVIDIA NCA-GENM Exam Syllabus Topics:

SectionObjectives
Topic 1: NVIDIA AI Ecosystem- NVIDIA tools and frameworks
  • 1. GPU-accelerated AI workflows
    • 2. NeMo framework usage
      Topic 2: Responsible and Trustworthy AI- Ethical AI principles
      - Bias and safety considerations
      Topic 3: Generative AI Concepts- Generative models
      • 1. Transformers and LLM basics
        • 2. Diffusion models
          Topic 4: Core AI and Machine Learning Fundamentals- Machine learning basics
          • 1. Neural networks fundamentals
            • 2. Supervised and unsupervised learning
              Topic 5: Multimodal AI Systems- Cross-modal learning
              • 1. Audio-visual understanding
                • 2. Text-image integration
                  - Multimodal model design

                  NVIDIA Generative AI Multimodal Sample Questions:

                  You are developing a GenAI-Multimodal system that uses data from various sources. What is one potential issue you need to consider in relation to bias in data?

                  • A. Bias in data is not a concern for AI systems as they are designed to be neutral and objective.
                  • B. Bias in data is irrelevant as long as the AI system produces accurate predictions.
                  • C. Bias in data can only be addressed after the AI system has been deployed.
                  • D. The data used to train the AI system may not be representative of the population it is intended to serve.
                  Answer: D

                  Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

                  Which of the following best describes the role of the Hugging Face model repository in ML software development?

                  • A. A set of NVIDIA SDKs, such as Riva, NeMo, Triton, and ACE, for implementing neural network architectures.
                  • B. A convenient tool for deploying neural networks for production-scale inference similar to Triton Server.
                  • C. A platform for sharing and accessing pre-trained models and transformers for natural language processing.
                  • D. A library for customizing large language models like GPT, LLaMA-2, and Falcon using the NeMo framework.
                  Answer: C

                  Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

                  In large-language models, what is the purpose of the attention mechanism?

                  • A. To measure the importance of the words in the output sequence.
                  • B. To determine the order in which words are generated.
                  • C. To assign weights to each word in the input sequence.
                  • D. To capture the order of the words in the input sequence.
                  Answer: C

                  Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

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

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

                  Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

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

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

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