July 2025
Intermediate to advanced
284 pages
9h 23m
Italian
Content preview from LLMOps
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Capitolo 7. Valutazione degli LLMs
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I modelli di sono diventati sempre più sofisticati, ma la valutazione accurata della loro efficacia rimane una sfida significativa.
L'importanza della valutazione degli LLM ha attirato l'attenzione non solo del mondo accademico ma anche degli operatori del settore. Questa convergenza di sforzi di ricerca e sperimentazione testimonia l'importanza del problema e la determinazione collettiva a trovare soluzioni efficaci. Inoltre, accelera il ritmo dell'innovazione, aiutando i ricercatori a comprendere e migliorare ulteriormente questi modelli.
Nel mondo accademico, i ricercatori hanno esplorato nuove metodologie, sviluppato metriche innovative e condotto esperimenti rigorosi per spingersi oltre i confini della valutazione LLM. Sebbene ci siano alcuni concorrenti di spicco, non ci sono ancora dei chiari vincitori, poiché molte metriche e tabelle di valutazione finiscono per essere utili solo per un breve periodo o per una serie ristretta di applicazioni. Ad ogni modo, gli operatori del settore sono consapevoli delle implicazioni pratiche delle prestazioni dei LLM.
In sostanza, la valutazione mira a misurare la capacità di un LLM di raggiungere lo scopo prefissato, che si tratti di generare un testo coerente e pertinente al contesto, di comprendere l'input dell'utente o di completare compiti specifici. In questo ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.