GenAI LLM Certification Prep

Most generative AI study material will not prepare you for this exam, because this exam is not only about generative AI. NVIDIA-Certified Associate: Generative AI LLMs covers prompt engineering, RAG and transformers like any LLM course. It also covers the accelerated computing stack that no LangChain tutorial teaches: RAPIDS and cuDF, cuML, cuGraph, Triton Inference Server, TensorRT, NeMo, INT8 quantisation, NCCL and ring all-reduce. This bank covers both, balanced to the blueprint NVIDIA publishes. 150 QUESTIONS ACROSS ALL FIVE BLUEPRINT AREAS - Core Machine Learning and AI Knowledge (30%): transformers and attention, embeddings, RAG, prompt engineering, alignment and RLHF, LoRA, encoder versus decoder models, diffusion, backpropagation - Software Development (24%): Triton Inference Server, TensorRT, ONNX, quantisation and quantisation-aware training, NCCL and all-reduce, data versus model parallelism, spaCy, NumPy, LangChain and LangGraph, Hugging Face - Experimentation (22%): A/B testing, cross-validation, GLUE, zero-shot testing, evaluating RAG applications, hallucination measurement, inference optimization - Data Analysis and Visualization (14%): RAPIDS, cuDF accelerating pandas and Dask, cuML, cuGraph and NetworkX, XGBoost, exploratory analysis, stemming and lemmatisation - Trustworthy AI (10%): bias detection and subgroup analysis, data privacy and consent, transparency, verifiability, energy-conscious design EVERY OPTION EXPLAINED, NOT JUST THE RIGHT ONE Each question explains why the correct answer is correct and why each wrong answer is wrong. On an exam where several options are plausible, understanding why the near-miss fails is most of the skill. BALANCED TO THE REAL BLUEPRINT NVIDIA publishes the weight of each area. This bank matches those weights, so study time lands where the questions actually are. BUILT FOR FLIGHTS Every question, answer and explanation ships inside the app. Practice never touches the network and never checks an account, so airplane mode behaves exactly like full signal. The only part of the app that uses a connection is the optional News tab, which reads a public RSS feed of AI news. ALSO INCLUDED - Exam Pace Timer, optional and on by default: 72 seconds per question, matching the real exam's 60 minutes for 50 questions. It never locks you out and switches off in one tap. - Answer options in a different order every session, so you learn the answer, not its position. - Optional daily study reminder, scheduled on your device. - Progress tracking: streak, best score and full attempt history, stored on your device. - A review queue that brings back questions you missed. - No account, no sign-up, no ads. FREE AND FULL BANK 100 questions are included, with every blueprint area and all the NVIDIA-stack topics. A one-time in-app purchase unlocks all 150. No subscription. Not affiliated with, endorsed by, or sponsored by NVIDIA Corporation. NVIDIA, NeMo, RAPIDS, Triton and TensorRT are trademarks of NVIDIA Corporation. This app is an independent study aid; all questions and explanations are original work.