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NVIDIA· Associate

NVIDIA-Certified Associate: Generative AI Multimodal

NCA-GENM

Pass your certification on the first attempt with exam-realistic practice tests and detailed explanations

420+

Questions

7

Practice Tests

13

Hands-on labs

Lifetime

Updates

What's included

Practice

7 Exam-realistic practice tests

420+ questions
Practice exam · NCA-GENMQ 1 / 65
Correct · explanation

Hands-on

Labs· 13

naiveaddtiledautograd
GPU Pro
advanced45m

CUDA Programming Fundamentals

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fp16int8nf4
GPU Pro
intermediate40m

Quantize & Optimize LLMs with bitsandbytes

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# torch.profiler · top ops
$ table(sort=cuda_time)
gemm ........ 41%
memcpy ...... 22%
softmax ..... 9%
GPU Pro
intermediate35m

Profile PyTorch Training with the Built-in Profiler

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GPU Pro
advanced55m

RLHF & DPO Alignment

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run1run2run3run4
GPU Pro
intermediate35m

MLflow Experiment Tracking: From Single Run to Team Workflow

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GPU Pro
intermediate35m

Nsight Systems Profiling: Finding the Bottleneck That Costs You 40% of Your GPU

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fp32fp16bf16
GPU Pro
intermediate40m

Batch Size & Precision Sweep: Finding Your Sweet Spot

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# determinism flags
$ torch.use_deterministic_…
seed ............ 42
cudnn.benchmark . False
reproducible .... TRUE
GPU Pro
intermediate40m

Reproducible Training: The Flags, The Cost, The Artifacts

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GPU Pro
intermediate45m

Fine-Tune Stable Diffusion with LoRA: Custom Text-to-Image

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GPU Pro
advanced50m

Build a Transformer from Scratch: Attention, Masking & LayerNorm

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GPU Pro
intermediate35m

Vision-Language Models: Captioning and Visual QA

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# vlm-visual-qa · agent
POST /api/agent/invoke
200 OK · graded
Hosted Pro
intermediate30m

Visual Q&A with NVIDIA VLMs

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# multimodal-rag · agent
POST /api/agent/invoke
200 OK · graded
Hosted Pro
intermediate35m

Multimodal RAG with NeMo Retriever

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Free to read

Study articles· 5

NCA-GENM

NCA-GENM Complete Guide 2026 — NVIDIA Generative AI Multimodal Certification

14 minRead
NCA-GENM

How to Pass NCA-GENM on Your First Attempt (2026 Tips)

12 minRead
NCA-GENM

NCA-GENM Exam Domains 2026: Weights, Topics & Study Strategy

14 minRead
NCA-GENM

NCA-GENM 4-Week Study Plan: Week-by-Week Preparation Guide

11 minRead
NCA-GENM

NCA-GENM Cheat Sheet 2026: Quick Reference for Exam Day

12 minRead

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