---
title: "Discussion on \"Satu Jawaban, Empat Angka Berbeda: Belajar Evaluasi LLM dari Nol\" | Hashnode"
description: "Discussion on \"Satu Jawaban, Empat Angka Berbeda: Belajar Evaluasi LLM dari Nol\". Belajar evaluasi LLM dari nol: EM, F1, BLEU, ROUGE, cosine similarity, dan dashboard online metrics pakai FastAPI + MySQL + Streamlit."
url: "https://hashnode.com/posts/evaluasi-metrik-llm-offline-online/6ab6916ea258136cc7500724"
---

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# [Satu Jawaban, Empat Angka Berbeda: Belajar Evaluasi LLM dari Nol](https://shaka-ai.hashnode.dev/evaluasi-metrik-llm-offline-online?utm_source=hashnode&utm_medium=feed)

Belajar evaluasi LLM dari nol: EM, F1, BLEU, ROUGE, cosine similarity, dan dashboard online metrics pakai FastAPI + MySQL + Streamlit.

Sep 25 · 7 min read · shaka-ai.hashnode.dev  
Updated Sep 29  
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-   [#llm](https://hashnode.com/tag/llm)
-   [#machine-learning](https://hashnode.com/tag/machine-learning)
-   [#nlp](https://hashnode.com/tag/nlp)
-   [#python](https://hashnode.com/tag/python)
-   [#fastapi](https://hashnode.com/tag/fastapi)

## Written by

[Muhammad Ariel Shakaramiro](https://hashnode.com/@arielshakaramiro)

@arielshakaramiro

  
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Newbie for AI Learning | Builder | Developer | AI Enthusiast

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