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NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Core AI and Machine Learning Fundamentals | - Machine learning basics
|
| Multimodal AI Systems | - Multimodal model design - Cross-modal learning
|
| NVIDIA AI Ecosystem | - NVIDIA tools and frameworks
|
| Responsible and Trustworthy AI | - Ethical AI principles - Bias and safety considerations |
| Generative AI Concepts | - Generative models
|
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. The data used to train the AI system may not be representative of the population it is intended to serve.
- B. Bias in data is not a concern for AI systems as they are designed to be neutral and objective.
- C. Bias in data is irrelevant as long as the AI system produces accurate predictions.
- D. Bias in data can only be addressed after the AI system has been deployed.
Correct Answer: A 🗳️
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What does 'kernel fusion' refer to in the context of AI model optimization?
- A. Applying multiple layers of kernels to improve model accuracy.
- B. Using kernel functions to optimize model hyperparameters.
- C. Optimizing model inference by reducing the number of computations by pruning.
- D. Combining multiple kernels into a single kernel for faster computation.
Correct Answer: D 🗳️
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How does the batch size influence VRAM consumption during inference with ML models on GPUs?
- A. Decreasing the batch size reduces VRAM consumption.
- B. Increasing the batch size reduces VRAM consumption because more data can be processed in parallel.
- C. Increasing or decreasing the batch size has the same impact on VRAM consumption.
- D. The batch size has no impact on VRAM consumption during inference.
Correct Answer: A 🗳️
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Assume you need to implement a multimodal pipeline to diagnose brain cancer type using MRI scans and their corresponding radiology reports. What do you need to include in the ablation study?
- A. More advanced natural language processing techniques to interpret radiology reports, ignoring the MRI scans' diagnostic value.
- B. Training a deep learning model using the images in the dataset to find outliers and enhancing the quality of MRI scans using image processing techniques.
- C. Implementing separate unimodal pipelines for each modality to ensure the data is informative and the model design is accurate.
- D. Directly combining MRI scans and radiology reports into a single input stream without preprocessing or modality-specific adjustments.
Correct Answer: C 🗳️
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In ML applications, which machine learning algorithm is commonly used for creating new data based on existing data?
- A. Support vector machine (SVM)
- B. Decision tree
- C. Generative adversarial network (GAN)
- D. K-means clustering
Correct Answer: C 🗳️
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