NVIDIA· Professional

NVIDIA-Certified Professional: Generative AI LLMs

NCP-GENL

Intermediate-level certification validating ability to design, train, and fine-tune cutting-edge LLMs, applying advanced distributed training techniques and optimization strategies to deliver high-performance AI solutions in production environments.

420+

Questions

7

Pruebas de Práctica

22

Hands-on labs

Lifetime

Updates

What's included

Practice

7 Exam-realistic practice tests

420+ questions
Practice exam · NCP-GENLQ 1 / 65
Correct · explanation

Hands-on

Labs· 22

# vLLM · 10 concurrent
$ asyncio.gather(…)
wall time ....... 3.8s
throughput ...... 1,842 tok/s
GPU Pro
intermediate45m

Deploy & Serve LLMs in Production (Jupyter)

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# lora · r=16 · alpha=32
$ trainer.train()
trainable ....... 0.8%
eval_loss ....... 1.24
perplexity ...... 3.45
GPU Pro
intermediate45m

Fine-Tune an LLM with LoRA and QLoRA (Jupyter)

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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
advanced40m

Advanced RAG: Hybrid Search + Cross-Encoder Reranking

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GPU Pro
advanced45m

Continued Pre-Training: Adapt a Pretrained LM to a New Domain

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CPUDALI
GPU Pro
intermediate30m

NVIDIA DALI: GPU-Accelerated Data Pipelines

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# dedup + tokenize
$ filter_lang("en")
raw ............ 52k → 18k
tokenizer ...... BPE 32k
train_ready .... 16,420
GPU Pro
intermediate45m

Data Preparation for LLM Training

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GPU Pro
advanced55m

RLHF & DPO Alignment

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GPU Pro
intermediate45m

Evaluation & Benchmarking LLMs

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GPU Pro
intermediate40m

Inference Serving Patterns: Dynamic Batching, Throughput, and the Triton Mental Model

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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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GPU Pro
intermediate45m

Retrieval-Augmented Generation (RAG) Pipeline with Local Models

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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
intermediate40m

Synthetic Data Generation for Model Training

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GPU Pro
advanced55m

Train a Small Language Model from Scratch

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GPU Pro
advanced50m

Build a Transformer from Scratch: Attention, Masking & LayerNorm

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GPU Pro
advanced55m

vLLM Production Serving: PagedAttention, Continuous Batching, Prefix Caching

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Hosted Pro
intermediate35m

Build NeMo Guardrails for an AI Agent: Jailbreak & Topical Rails

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