NVIDIA· Associate
NVIDIA-Certified Associate: Generative AI with LLMs
NCA-GENL
Entry-level certification validating foundational knowledge of developing, integrating, and maintaining AI-driven applications using generative AI and large language models with NVIDIA solutions.
360+
Questions
6
Pruebas de Práctica
25
Hands-on labs
Lifetime
Updates
What's included
Practice
6 Exam-realistic practice tests
360+ questions
Practice exam · NCA-GENLQ 1 / 65
Correct · explanation
Hands-on
Labs· 25
# vLLM · 10 concurrent
$ asyncio.gather(…)
wall time ....... 3.8s
throughput ...... 1,842 tok/s
intermediate45m
Deploy & Serve LLMs in Production (Jupyter)
Unlock# lora · r=16 · alpha=32
$ trainer.train()
trainable ....... 0.8%
eval_loss ....... 1.24
perplexity ...... 3.45
intermediate45m
Fine-Tune an LLM with LoRA and QLoRA (Jupyter)
Unlockintermediate40m
Quantize & Optimize LLMs with bitsandbytes
Unlock# torch.profiler · top ops
$ table(sort=cuda_time)
gemm ........ 41%
memcpy ...... 22%
softmax ..... 9%
intermediate35m
Profile PyTorch Training with the Built-in Profiler
Unlockadvanced40m
Advanced RAG: Hybrid Search + Cross-Encoder Reranking
Unlockintermediate40m
GPU Container Lifecycle: Build, Test, Ship, Rollback
Unlockadvanced45m
Continued Pre-Training: Adapt a Pretrained LM to a New Domain
Unlockintermediate35m
GPU Cost & Efficiency Audit
Unlockintermediate30m
NVIDIA DALI: GPU-Accelerated Data Pipelines
Unlock# dedup + tokenize
$ filter_lang("en")
raw ............ 52k → 18k
tokenizer ...... BPE 32k
train_ready .... 16,420
intermediate45m
Data Preparation for LLM Training
Unlockadvanced55m
RLHF & DPO Alignment
Unlockintermediate45m
Evaluation & Benchmarking LLMs
Unlockutil
86%
mem
15GB
temp
74°C
power
310W
intermediate40m
GPU Observability: From nvidia-smi to a Production Monitoring Stack
Unlockintermediate40m
Inference Serving Patterns: Dynamic Batching, Throughput, and the Triton Mental Model
Unlockintermediate35m
MLflow Experiment Tracking: From Single Run to Team Workflow
Unlockintermediate35m
Nsight Systems Profiling: Finding the Bottleneck That Costs You 40% of Your GPU
Unlock
GPU Prointermediate40m
Batch Size & Precision Sweep: Finding Your Sweet Spot
Unlock
GPU Prointermediate45m
Retrieval-Augmented Generation (RAG) Pipeline with Local Models
Unlock
GPU Prointermediate40m
GPU-Accelerated Data Science with RAPIDS
Unlock
GPU Prointermediate40m
Reproducible Training: The Flags, The Cost, The Artifacts
Unlock
GPU Prointermediate40m
Synthetic Data Generation for Model Training
Unlock
GPU Proadvanced55m
Train a Small Language Model from Scratch
Unlock
GPU Proadvanced50m
Build a Transformer from Scratch: Attention, Masking & LayerNorm
Unlock
GPU Proadvanced55m
vLLM Production Serving: PagedAttention, Continuous Batching, Prefix Caching
Unlock
Hosted Prointermediate35m
Build a RAG Pipeline with NVIDIA NIM
UnlockReady to start preparing?
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