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NVIDIA NCA-GENM Exam Syllabus Topics:

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

                  NVIDIA Generative AI Multimodal Sample Questions:

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

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

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

                  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 irrelevant as long as the AI system produces accurate predictions.
                  • B. Bias in data is not a concern for AI systems as they are designed to be neutral and objective.
                  • 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 ITPassLeader members. You can sign-up / login (it's free).

                  What role does 'late fusion' play in multimodal machine learning?

                  • A. It refers to the process of combining multiple modalities at the training stage.
                  • B. It refers to the process of combining multiple modalities at the feature level.
                  • C. It refers to the process of combining multiple modalities at the preprocessing stage.
                  • D. It refers to the process of combining multiple modalities at the decision level.
                  Answer: D

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

                  Which of the following tasks can be performed using the transformer LLM encoder model?

                  • A. Generating code
                  • B. Semantic analysis
                  • C. Image generation
                  • D. Speech recognition
                  Answer: B

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

                  You are working with a large dataset and want to visualize the distribution of a continuous variable. Which type of data visualization would be most appropriate?

                  • A. Bar chart
                  • B. Line chart
                  • C. Histogram chart
                  • D. Pie chart
                  Answer: C

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

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