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NVIDIA NCA-GENL Exam Syllabus Topics:
| Topic | Details |
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| Topic 1 | - Experimentation: Explores running and evaluating trials to test model behavior, compare approaches, and validate generative AI solutions.
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| Topic 2 | - Experiment design: Focuses on structuring controlled tests and workflows to systematically evaluate LLM performance and outcomes.
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| Topic 3 | - Python libraries for LLMs: Covers key Python frameworks and tools — such as LangChain, Hugging Face, and similar libraries — used to build and interact with LLMs.
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| Topic 4 | - Prompt engineering: Focuses on techniques for designing and refining input prompts to effectively guide LLM outputs toward desired results.
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| Topic 5 | - LLM integration and deployment: Addresses connecting LLMs into real-world applications and deploying them reliably across production environments.
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| Topic 6 | - Data analysis and visualization: Covers interpreting datasets and presenting insights through visual tools to support informed model development decisions.
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| Topic 7 | - Alignment: Addresses methods for ensuring LLM behavior is safe, accurate, and consistent with human intentions and values.
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| Topic 8 | - Software development: Covers the programming practices and coding skills required to build, maintain, and deploy generative AI applications.
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Reference: https://www.nvidia.com/en-us/learn/certification/generative-ai-llm-associate/
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