March 2025
Intermediate to advanced
352 pages
9h 30m
Portuguese (Portugal, Brazil)
Content preview from APIs práticas para IA e ciência de dados
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Capítulo 12. Utilizar APIs com Inteligência Artificial
Este trabalho foi traduzido com recurso a IA. Agradecemos o teu feedback e comentários: translation-feedback@oreilly.com
Mais IA significa mais APIs.
Frank Kilcommins, SmartBear
Nos círculos tecnológicos, a IA e as APIs são, às vezes, tratadas como especialidades separadas. Neste capítulo, vais aprender as formas como a IA e as APIs se sobrepõem, algumas das competências que deves desenvolver e como criar APIs compatíveis com a IA. Depois, vais preparar o teu projeto de portefólio da Parte III, que utilizarás nos restantes capítulos.
A sobreposição de IA e APIs
Para começar, as APIs são fontes de dados importantes - juntamente com bases de dados e ficheiros - para treinar modelos de IA. Quando um modelo é treinado, uma API REST é um método comum para o disponibilizar aos utilizadores. Treina um modelo de aprendizagem automática no Capítulo 13 e implementa-o com uma API REST.
Da mesma forma, as ferramentas de IA baseadas na cloud são modelos avançados de aprendizagem automática que são implementados utilizando API. As ferramentas de IA, como a IA generativa, o processamento de linguagem natural e outras, são frequentemente alojadas na Cloud e disponibilizadas como APIs. No Capítulo 14, vais chamar um modelo de linguagem grande (LLM) Anthropic através de uma API REST.
Uma área emergente de sobreposição entre IA e APIs é chamar APIs diretamente a partir de aplicações de IA generativa, que são construídas utilizando LLMs e ...
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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.