---
title: "Probability, Sampling & Benchmark Statistics"
description: "The probability LLM inference needs: distributions, sampling from them, and summarizing repeated benchmark runs with means, percentiles and small samples."
canonical_url: "https://fanout.sh/inference-eng/curriculum/00-04"
md_url: "https://fanout.sh/inference-eng/curriculum/00-04.md"
access: "public"
---

# Probability, Sampling & Benchmark Statistics

The probability LLM inference needs: distributions, sampling from them, and summarizing repeated benchmark runs with means, percentiles and small samples.

---
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