NVIDIA· Professional
NVIDIA-Certified Professional: Accelerated Data Science
NCP-ADS
Pass your certification on the first attempt with exam-realistic practice tests and detailed explanations
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7
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18
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Practice
7 Exam-realistic practice tests
420+ questions
Practice exam · NCP-ADSQ 1 / 65
Correct · explanation
Hands-on
Labs· 18
# 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)
Unlockadvanced45m
CUDA Programming Fundamentals
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
Unlockadvanced45m
Continued Pre-Training: Adapt a Pretrained LM to a New Domain
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
Unlockadvanced45m
GPU Sharing: Streams, MPS, MIG, and the Real Cost of Contention
Unlockintermediate35m
MLflow Experiment Tracking: From Single Run to Team Workflow
Unlockintermediate35m
Nsight Systems Profiling: Finding the Bottleneck That Costs You 40% of Your GPU
Unlockintermediate40m
Batch Size & Precision Sweep: Finding Your Sweet Spot
Unlockintermediate40m
GPU-Accelerated Data Science with RAPIDS
Unlock# determinism flags
$ torch.use_deterministic_…
seed ............ 42
cudnn.benchmark . False
reproducible .... TRUE
intermediate40m
Reproducible Training: The Flags, The Cost, The Artifacts
Unlockintermediate40m
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
UnlockReady to start preparing?
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