NVIDIA Certified Associate - Generative AI LLMs

Validates foundational knowledge of generative AI and large language model development using NVIDIA platforms, including core machine learning concepts, neural network architectures, transformer models, LLM fine-tuning with NeMo, inference optimization with TensorRT-LLM, model serving with Triton, RAG architectures, prompt engineering, experiment design, data preprocessing, and trustworthy AI with NeMo Guardrails. The exam covers five domains: Core Machine Learning and AI Knowledge (30%), Software Development (24%), Experimentation (22%), Data Analysis and Visualization (14%), and Trustworthy AI (10%). Format: 50-60 multiple-choice questions, 60 minutes, proctored online.