Free NVIDIA NCA-GENL Exam Dumps Questions & Answers

Which aspect in the development of ethical AI systems ensures they align with societal values and norms?

• A.  Ensuring AI systems have explicable decision-making processes.
• B.  Implementing complex algorithms to enhance AI's problem-solving capabilities.
• C.  Achieving the highest possible level of prediction accuracy in AI models.
• D.  Developing AI systems with autonomy from human decision-making.

In transformer-based LLMs, how does the use of multi-head attention improve model performance compared to single-head attention, particularly for complex NLP tasks?

• A.  Multi-head attention reduces the model's memory footprint by sharing weights across heads.
• B.  Multi-head attention simplifies the training process by reducing the number of parameters.
• C.  Multi-head attention eliminates the need for positional encodings in the input sequence.
• D.  Multi-head attention allows the model to focus on multiple aspects of the input sequence simultaneously.

What is the purpose of few-shot learning in prompt engineering?

• A.  To train a model from scratch
• B.  To fine-tune a model on a massive dataset
• C.  To give a model some examples
• D.  To optimize hyperparameters

You are working on developing an application to classify images of animals and need to train a neural model.
However, you have a limited amount of labeled data. Which technique can you use to leverage the knowledge from a model pre-trained on a different task to improve the performance of your new model?

• A.  Early stopping
• B.  Transfer learning
• C.  Random initialization
• D.  Dropout

Which Python library is specifically designed for working with large language models (LLMs)?

• A.  Scikit-learn
• B.  HuggingFace Transformers
• C.  NumPy
• D.  Pandas