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NVIDIA NCA-GENM Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Experimentation25%- Metrics and validation strategies for generative models
- Model training, fine-tuning, and evaluation
- Experiment design and methodology
Topic 2: Multimodal Data15%- Multimodal model architectures and integration
- Characteristics of text, image, and audio data
- Data preprocessing, fusion, and representation
Topic 3: Software Development and Engineering15%- Best practices for building and maintaining systems
- Libraries, frameworks, and tools for multimodal AI
- Development workflows for generative AI applications
Topic 4: Performance Optimization10%- Hardware acceleration with NVIDIA platforms
- Scalability and deployment considerations
- Model efficiency and inference optimization
Topic 5: Data Analysis and Visualization10%- Interpretation of generative AI outputs
- Analyzing multimodal datasets and outputs
- Visualization techniques for model behavior and results
Topic 6: Trustworthy AI5%- Robustness and error mitigation
- Ethical considerations and responsible use
- Reliability, fairness, and safety in generative systems
Topic 7: Core Machine Learning and AI Knowledge20%- Fundamental concepts of machine learning and deep learning
- Generative AI principles and techniques
- Neural network architectures relevant to multimodal systems

NVIDIA Generative AI Multimodal Sample Questions:

1. What is a common method to reduce the computational cost of deep learning models during inference?

A) Pruning weights or neurons.
B) Increasing the batch size.
C) By replacing activation functions in some neurons with simpler ones.
D) Adding more convolutional filters.


2. What does 'modality alignment' refer to?

A) Aligning different modalities within multimodal data to ensure meaningful connections and associations.
B) The process of integrating diverse data types such as text, images, audio, time series, and geospatial information.
C) Addressing challenges related to missing or incomplete information across different modalities.
D) The integration of pretrained models to perform custom tasks involving different types of data.


3. What does mixed-precision training refer to?

A) Training a model using incomplete or missing information from different modalities.
B) Training a model using diverse data types while addressing challenges related to missing or incomplete information.
C) Training a model using different types of data, such as text, images, audio, time series, and geospatial information.
D) Training a model using multiple precision levels, such as using both single-precision and double- precision floating-point numbers.


4. Which technique is commonly used to speed up AI model training and inference on hardware accelerators?

A) Data augmentation
B) Dropout
C) Quantization
D) Model enlargement


5. You have a dataset containing information about sales performance for different regions in the last ten years.
Which type of data visualization would be most appropriate to compare the sales performance across regions on a year-by-year basis?

A) Line chart
B) Scatter plot
C) Pie chart
D) Bar chart


Solutions:

Question # 1
Answer: A
Question # 2
Answer: A
Question # 3
Answer: D
Question # 4
Answer: C
Question # 5
Answer: C

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