July 2025
Intermediate to advanced
284 pages
9h 15m
Portuguese (Portugal, Brazil)
Content preview from LLMOps
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Capítulo 4. Engenharia de dados para LLMs
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Em este capítulo, aprenderás sobre engenharia de dados, práticas de gerenciamento de dados e as ferramentas e sistemas de banco de dados disponíveis. A discussão será voltada para engenheiros de dados, DevOps e MLOps que desejam se tornar engenheiros de LLMOps e/ou liderar os esforços de engenharia de dados da empresa. No final deste capítulo, terás uma forte compreensão dos fundamentos da engenharia de dados, bem como das melhores práticas para LLMs.
Engenharia de dados e a ascensão dos LLMs
No final da década de 1960, o cientista da computação britânico Edgar F. Codd, acabado de concluir seu doutorado em computadores auto-replicantes, trabalhava na IBM. Codd ficou fascinado pela teoria da organização de dados e, em 1970, publicou um documento interno da IBM chamado "A Relational Model of Data for Large Shared Data Banks" que introduziu o que hoje conhecemos como bases de dados relacionais. Por exemplo, em vez de uma tabela de vendas em que cada registo contém todas as informações sobre os produtos e os clientes a quem foram vendidos, as bases de dados relacionais armazenam estes dados em várias tabelas relacionadas: uma para os clientes, outra para os produtos e outra para as vendas. Antes das bases de dados relacionais, algo tão simples como uma alteração no endereço do cliente exigia a alteração de todos os registos ...
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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.