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NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Core AI and Machine Learning Fundamentals | - Machine learning basics
|
| Topic 2: Generative AI Concepts | - Generative models
|
| Topic 3: Responsible and Trustworthy AI | - Ethical AI principles - Bias and safety considerations |
| Topic 4: Multimodal AI Systems | - Cross-modal learning
|
| Topic 5: NVIDIA AI Ecosystem | - NVIDIA tools and frameworks
|
NVIDIA Generative AI Multimodal Sample Questions:
1. What is contrastive learning in the context of multimodal deep learning? Pick the 2 correct responses below.
A) In a multimodal context, usually, contrastive learning increases the similarity of representations across modalities for the different objects and decreases the similarity of representations across modalities for same objects.
B) In a multimodal context, usually, contrastive learning decreases the similarity of representations across modalities for the same objects and increases the similarity of representations across modalities for different objects.
C) In a multimodal context, usually, contrastive learning increases the similarity of representations across modalities for the same objects and decreases the similarity of representations across modalities for different objects.
D) Contrastive learning is a technique used to manipulate and analyze multimodal data using Generative AI.
E) Contrastive learning is a technique used to train deep learning models by comparing similar and dissimilar inputs and optimizing the model to maximize the similarity between representations of similar inputs and minimize the similarity between representations of dissimilar inputs.
2. 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
3. You are evaluating the performance of an AI model for facial recognition. What is an important consideration when evaluating the model for bias?
A) The model's processing speed in recognizing faces of different races.
B) The model's compatibility with different operating systems.
C) The model's ability to recognize various facial expressions.
D) The model's accuracy in recognizing individuals of different races.
4. In a Generative Adversarial Network (GAN), what is the role of the discriminator?
A) To distinguish between real and generated data.
B) To generate new data based on the training set.
C) To calculate the loss function and update the generator.
D) To optimize the training process.
5. Which of the following is a disadvantage of the ReLU activation function?
A) It is not suitable for deep neural networks.
B) It is prone to vanishing gradient problem.
C) It can cause dead neurons.
D) It is computationally expensive.
Solutions:
| Question # 1 Answer: C,E | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: A | Question # 5 Answer: C |
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