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Forwarded from Machine Learning with Python

Hugging Face has literally gathered all the key "secrets". πŸ€”

It's important to understand the evaluation of large language models. πŸ“Š

While you're working with language models:
> training or retraining your models, πŸ”„
> selecting a model for a task, 🎯
> or trying to understand the current state of the field, 🌍

the question almost inevitably arises:
how to understand that a model is good? ❓

The answer is quality evaluation. It's everywhere:
> leaderboards with model ratings, πŸ†
> benchmarks that supposedly measure reasoning, 🧠
> knowledge, coding or mathematics, πŸ‘¨β€πŸ’»
> articles with claimed new best results. πŸ“ˆ

But what is evaluation actually? πŸ€·β€β™‚οΈ
And what does it really show? πŸ”

This guide helps to understand everything. πŸ“š
https://huggingface.co/spaces/OpenEvals/evaluation-guidebook#what-is-model-evaluation-about


What is model evaluation all about πŸ€–
Basic concepts of large language models for understanding evaluation πŸ—οΈ
Evaluation through ready-made benchmarks πŸ“
Creating your own evaluation system πŸ”§
The main problem of evaluation ⚠️
Evaluation of free text πŸ“
Statistical correctness of evaluation πŸ“‰
Cost and efficiency of evaluation πŸ’°

https://t.me/CodeProgrammer 🟒
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