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| Certification Vendor: | NVIDIA |
|---|---|
| Exam Name: | NVIDIA Certified Associate: Generative AI LLMs |
| Exam Number: | NCA-GENL |
| Available Languages: | English |
| Related Certifications: | NVIDIA Certified Associate: Generative AI Multimodal (NCA-GENM) NVIDIA Certified Professional: Generative AI LLMs (NCP-GENL) |
| Real Exam Qty: | 50-60 |
| Exam Duration: | 60 minutes |
| Exam Format: | Multiple-choice |
| Certificate Validity Period: | 2 years |
| Exam Price: | $125 USD |
| Recommended Training: | NVIDIA Deep Learning Institute (DLI) Generative AI with LLMs Certification Page |
| Exam Registration: | Official NVIDIA Certification Page |
| Sample Questions: | ![]() |
| Exam Way: | Online proctored remote exam |
| Pre Condition: | Basic understanding of generative AI and large language models is recommended |
| Official Syllabus URL: | https://www.nvidia.com/en-us/learn/certification/generative-ai-llm-associate/ |
| Section | Objectives |
|---|---|
| Trustworthy AI | - AI safety and responsible AI principles - Bias and hallucination awareness |
| Core Machine Learning and AI Knowledge | - Transformer architecture and LLM basics - Neural networks fundamentals - Prompt engineering basics |
| Data Analysis and Visualization | - Data preprocessing - Feature engineering and augmentation |
| Experimentation | - Model evaluation and iteration - Experiment design |
| Software Development | - LLM integration and deployment basics - Python for AI/LLMs |
Basic understanding of generative AI and large language models is recommended Eligibility details like these are worth double-checking before you register — vendors revise them periodically, and the official exam page (official NCA-GENL exam page) always has the current version.
The official NVIDIA Generative AI LLMs outline has 5 domains — the biggest include Core Machine Learning and AI Knowledge, Experimentation, Data Analysis and Visualization. Those weightings are your study compass: the largest domains hide the most points. See the full outline above for every subtopic.
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The exam is offered Online proctored remote exam, so decide which arrangement suits you before picking a date.
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Classroom hours alone won't tell you if you're ready — the NCA-GENL practice questions from ITExamDownload will. Use them after the coursework to convert knowledge into exam performance.
The NVIDIA Generative AI LLMs is NVIDIA's official exam for the NVIDIA Certified Associate certification, a Associate-level credential. Candidates take it to validate real skill — and employers read it exactly that way. It also connects to related credentials such as NVIDIA Certified Associate: Generative AI Multimodal (NCA-GENM), NVIDIA Certified Professional: Generative AI LLMs (NCP-GENL).
The exam gives you 60 minutes for 50-60 questions. The candidates who struggle aren't usually short on knowledge — they're short on pacing. Fix that before test day: set a time budget per question, practice moving past hard items without stalling, and rehearse full timed sessions in the ITExamDownload engine until the clock stops being a factor.
Which of the following claims is correct about TensorRT and ONNX?
Correct Answer: C 🗳️
Explanation: Only visible for ITExamDownload members. You can sign-up / login (it's free).
Which technique is used in prompt engineering to guide LLMs in generating more accurate and contextually appropriate responses?
Correct Answer: B 🗳️
Explanation: Only visible for ITExamDownload members. You can sign-up / login (it's free).
Which Python library is specifically designed for working with large language models (LLMs)?
Correct Answer: B 🗳️
Explanation: Only visible for ITExamDownload members. You can sign-up / login (it's free).
In the context of evaluating a fine-tuned LLM for a text classification task, which experimental design technique ensures robust performance estimation when dealing with imbalanced datasets?
Correct Answer: B 🗳️
Explanation: Only visible for ITExamDownload members. You can sign-up / login (it's free).
In large-language models, what is the purpose of the attention mechanism?
Correct Answer: C 🗳️
Explanation: Only visible for ITExamDownload members. You can sign-up / login (it's free).
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