NVIDIA-Certified Associate: Generative AI LLMs (NCA-GENL)

About this course

The NVIDIA-Certified Associate: Generative AI LLMs (NCA-GENL) certification validates foundational knowledge of generative AI and large language models, including the concepts, tools, and development practices used to build and work with LLM-powered applications. This entry-level certification is designed to assess practical understanding across areas such as machine learning and AI fundamentals, software development, experimentation, data analysis and visualization, and trustworthy AI.This course provides full-length practice tests designed to help you prepare for the NVIDIA-Certified Associate: Generative AI LLMs (NCA-GENL) exam through realistic, scenario-based questions covering the major knowledge areas candidates should understand.

Practice questions focus on:

Core Machine Learning & AI Knowledge - generative AI fundamentals, large language models, transformers, embeddings, tokens, model capabilities, prompt engineering, and common LLM concepts

Software Development - building LLM-powered applications, retrieval-augmented generation (RAG), chatbots, summarization, Python concepts, APIs, libraries, and application integration

Experimentation - model evaluation, testing approaches, performance metrics, prompt evaluation, experimentation methods, and comparing different approaches to improve application results

Data Analysis & Visualization - data preparation, preprocessing, feature engineering, statistical concepts, data exploration, visualization, and interpreting patterns in datasets

Trustworthy AI - responsible AI, privacy, consent, bias, fairness, security, reliability, ethical considerations, and mitigating risks associated with generative AI systems

Each practice question includes a detailed explanation of the correct answer to help you understand the underlying concept rathe

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