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Free lessonsLLM Evaluation: Datasets, Metrics, and Practice

LLM Evaluation: Datasets, Metrics, and Practice

3 lessons

Lesson 1 · 5 min

Introduction to LLM Evaluation Datasets

Experiment:Understand what evaluation datasets measure and how Chinese and English benchmarks are organized.

Open this lesson on Bilibili蔡大锅Bilibili seriesThe lesson is in Chinese and plays from Bilibili.

Not translated yet — showing the Chinese originals.

About the series

A three-video path through LLM evaluation: evaluation datasets, manual and automated workflows, and a hands-on C-Eval run with LM Evaluation Harness and vLLM.

Who it is for
Testers, developers, and AI engineers who need to design LLM evaluations, prepare datasets, or run public benchmarks.
What you can do afterwards
Distinguish datasets, metrics, and execution tools, then prepare an evaluation, choose a method, and complete a reproducible benchmark run.

Training a whole team? It is arranged by scope. Book an evaluation