Engineering MLOps

Engineering MLOps

Rapidly build, test, and manage production-ready machine learning life cycles at scale

Raj, Emmanuel

Packt Publishing Limited

04/2021

370

Mole

Inglês

9781800562882

15 a 20 dias

Descrição não disponível.
Table of Contents

Fundamentals of MLOps Workflow
Characterizing your Machine learning problem
Code Meets Data
Machine Learning Pipelines
Model evaluation and packaging
Key principles for deploying your ML system
Building robust CI and CD pipelines
APIs and microservice Management
Testing and Securing Your ML Solution
Essentials of Production Release
Key principles for monitoring your ML system
Model Serving and Monitoring
Governing the ML system for Continual Learning
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CI CD pipeline;machine learning;Azure Machine Learning;CI-CD