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Hands-on AI/ML labs and realistic mock exams for every NVIDIA certification — from Generative AI LLMs to AI Infrastructure. Plus AWS, GCP, Azure, and more. Built by engineers who've earned them.
Written by engineers who hold every NVIDIA cert we cover. Question banks re-checked against the blueprint on Apr 19, 2026.
Paged KV cache & the bursty bench
Rebuild the engine with --use_paged_kv_cache and re-run the bench. Goal: p99 < 150 ms & > 2,600 tok/s.
from preporato_labs import Lab lab = Lab("tune-trtllm-llama3") engine = build_engine(max_batch_size=64, use_paged_kv_cache=True) p50, p99, thr = bench(engine, qps=80, seconds=30)
lab.check(3)
“The labs are the only reason I passed NCA-GENL on my first try. Tuning TensorRT-LLM on a real GPU beat every lecture I’d watched.”
Andrew M. · ML Platform Engineer · NCA-GENL, Apr 2026
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Which NVIDIA inference server supports in-flight batching for LLMs?
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NVIDIA-Certified Professional: Agentic AI
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