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NVIDIA NCA-GENL Exam Syllabus Topics:

TopicDetails
Topic 1
  • Software development: Covers the programming practices and coding skills required to build, maintain, and deploy generative AI applications.
Topic 2
  • Prompt engineering: Focuses on techniques for designing and refining input prompts to effectively guide LLM outputs toward desired results.
Topic 3
  • Data analysis and visualization: Covers interpreting datasets and presenting insights through visual tools to support informed model development decisions.
Topic 4
  • Data preprocessing and feature engineering: Covers preparing raw data through cleaning, transformation, and feature selection to make it suitable for model training.
Topic 5
  • Fundamentals of machine learning and neural networks: Covers the core concepts of how machine learning models learn from data, including the structure and function of neural networks that underpin large language models.
Topic 6
  • Alignment: Addresses methods for ensuring LLM behavior is safe, accurate, and consistent with human intentions and values.

Reference: https://www.nvidia.com/en-us/learn/certification/generative-ai-llm-associate/

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