July 2025
Intermediate to advanced
284 pages
9h 15m
Portuguese (Portugal, Brazil)
Content preview from LLMOps
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Capítulo 10. O futuro dos LLMs e LLMOps
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Na próxima década, o futuro dos LLMOps, LLMs, PNL e gráficos de conhecimento irá convergir de formas que mal podemos imaginar hoje. Imagina os sistemas de IA não mais como ferramentas distantes, mas como profundamente integrados em todas as facetas das nossas vidas. Mesmo os LLMs mais populares hoje em dia são iterações algo desajeitadas, mas, num futuro próximo, acredito que serão refinados a um ponto em que a sua compreensão da linguagem rivalizará com a intuição humana. Isto deve-se a caraterísticas emergentes dos LLMs.
Atualmente, a principal forma de interação dos utilizadores com os LLMs é através de chats baseados em texto, mas nos próximos anos, os LLMs não se limitarão a responder a perguntas; estarão envolvidos na resolução de problemas complexos, oferecendo ideias e ultrapassando os limites da própria criatividade. Por exemplo, em setembro de 2024, a OpenAI lançou o Modo de Voz Avançado para a sua aplicação ChatGPT, que consegue detetar o tom de voz - incluindo o sarcasmo. Grande parte deste trabalho está relacionado com inovações iminentes em toda a pilha de infra-estruturas. Meta escreveu recentemente sobre questões que vão além dos algoritmos e da arquitetura que surgem no treino destes modelos à escala (ver Figura 10-1).
Os LLMOps serão a espinha dorsal de apoio a estes sistemas à medida que se transformam ...
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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.
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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.