The syllabus follows the NVIDIA Generative AI LLMs Associate (NCA-GENL) exam domains, with the most time spent on the heaviest-weighted areas and your weakest topics.
Core ML & NLP / LLM Fundamentals25% of exam
Prompt Engineering & Experimentation20% of exam
Model Customization (Fine-tuning/PEFT)20% of exam
Inference Optimization & Deployment20% of exam
Data Analysis, RAG & Responsible AI15% of exam
Domain weights come from the published exam outline used in PrepKloud projects. We recheck the latest official NVIDIA objectives with you in the first session.