Neste curso, profissionais de machine learning vão conhecer as principais ferramentas, técnicas e práticas recomendadas para avaliar modelos de IA generativa e preditiva. Essa avaliação é muito importante para garantir que os sistemas de ML produzam resultados confiáveis, precisos e de alto desempenho na produção.
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MLOps with Vertex AI: Model Evaluation - Português
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Instructor: Google Cloud Training
Sponsored by Coursera Learning Team
What you'll learn
Entender as nuances da avaliação dos modelos de IA preditiva e generativa e reconhecer o papel essencial deles no ciclo de vida das MLOps.
Identificar e aplicar as métricas de avaliação adequadas para as diferentes tarefas de IA generativa.
Avaliar de forma eficiente a IA generativa com os vários serviços de avaliação da Vertex AI, incluindo os métodos baseados em computação e em modelo.
Implementar as práticas recomendadas para a avaliação de LLMs, garantindo a implantação de modelos robustos e confiáveis em ambientes de produção.
Details to know
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2 assignments
January 2025
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Add this credential to your LinkedIn profile, resume, or CV
Share it on social media and in your performance review
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There are 4 modules in this course
Este módulo aborda os objetivos e oferece uma visão geral da estrutura do curso.
What's included
1 video
Este módulo apresenta os desafios da avaliação de modelos e as soluções oferecidas pela Vertex AI.
What's included
3 videos1 reading1 assignment
Este módulo descreve os desafios ao avaliar tarefas de IA generativa e as práticas recomendadas para superar esses desafios. Ele também aborda os diferentes serviços de avaliação de modelos da Vertex AI, como as métricas automáticas, a avaliação lado-a-lado automática e o viés de segurança.
What's included
7 videos1 reading1 assignment
Este módulo fornece um resumo de todo o curso e aborda os principais conceitos, ferramentas, tecnologias e produtos.
What's included
1 video
Instructor
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