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Updated: Aug 15, 2026
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NVIDIA NCA-GENM Exam Overview:
| Certification Vendor: | NVIDIA |
| Exam Name: | NVIDIA Certified Associate - Generative AI Multimodal |
| Exam Number: | NCA-GENM |
| Certificate Validity Period: | 2 years |
| Exam Duration: | 60 minutes |
| Available Languages: | English |
| Exam Format: | Multiple-choice |
| Exam Price: | $125 USD |
| Related Certifications: | NVIDIA Certified Associate - Generative AI LLMs (NCA-GENL) NVIDIA Certified Associate - AI Infrastructure and Operations (NCA-AIIO) |
| Passing Score: | Not publicly disclosed |
| Real Exam Qty: | 50-60 |
| Sample Questions: | NVIDIA NCA-GENM Sample Questions |
| Exam Way: | Online, remotely proctored |
| Pre Condition: | A basic understanding of generative AI and multimodal models. |
| Official Syllabus URL: | https://www.nvidia.com/en-us/learn/certification/generative-ai-multimodal/ |
NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Experimentation | 25% | - A/B testing - Experimental design - Model evaluation and comparison - Hypothesis testing |
| Multimodal Data | 15% | - Applications and use cases - Handling and integrating text, image, and audio data |
| Performance Optimization | 10% | - Monitoring and improving system efficiency - Techniques for optimizing AI performance |
| Data Analysis & Visualization | 10% | - Data preprocessing and feature engineering - Visualization techniques for multimodal data |
| Core ML & AI Knowledge | 20% | - Basic concepts and terminology - Key algorithms and techniques |
| Software Development & Engineering | 15% | - Integration and deployment of multimodal AI systems - Python libraries for multimodal AI |
| Trustworthy AI | 5% | - Ensuring fairness and transparency - Ethical considerations in AI development |
NVIDIA Generative AI Multimodal Sample Questions:
1. 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) Addressing challenges related to missing or incomplete information across different modalities.
C) The integration of pretrained models to perform custom tasks involving different types of data.
D) Aligning different modalities within multimodal data to ensure meaningful connections and associations.
2. What does 'kernel fusion' refer to in the context of AI model optimization?
A) Optimizing model inference by reducing the number of computations by pruning.
B) Using kernel functions to optimize model hyperparameters.
C) Combining multiple kernels into a single kernel for faster computation.
D) Applying multiple layers of kernels to improve model accuracy.
3. 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) Directly combining MRI scans and radiology reports into a single input stream without preprocessing or modality-specific adjustments.
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) More advanced natural language processing techniques to interpret radiology reports, ignoring the MRI scans' diagnostic value.
4. What are some methods to overcome limited throughput between CPU and GPU?
A) Using techniques like memory pooling.
B) Upgrade the GPU to a higher-end model.
C) Increase the clock speed of the CPU.
D) Increase the number of CPU cores.
5. In multimodal machine learning, what does 'early fusion' refer to?
A) Training separate models for each modality and then combining their predictions.
B) Integrating different modalities at the beginning of the model pipeline.
C) Implementing the model in the early stages of development of the ML solution.
D) Ignoring certain modalities and only using one modality for analysis and prediction.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: B |
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