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Hands-On MLOps on Azure
book

Hands-On MLOps on Azure

by Banibrata De
August 2025
Intermediate to advanced
276 pages
6h 16m
English
Packt Publishing
Content preview from Hands-On MLOps on Azure

Index

A

advanced alerting 169

alert management

alert fatigue, avoiding 171, 172

appropriate alert thresholds, setting 171

best practices 170

model deployment failure alerts, refining 172, 173

alerts

creating 162-165

extending, to multiple workspaces 166

integrating, with incident management 170

Amazon SageMaker CLI

reference link 27

Amazon Web Services (AWS) 208

Amazon Web Services Simple Storage Service (AWS S3) 67

AML CLI 31, 36, 43

basic structure 38

usage 38

AML Compute Instances 110

AML environments 76

AML pipelines

benefits 73, 74

data input 74

data preparation 74

data transformation 75

model prediction 75

model scoring 75

model training 75

AML workflow

data acquisition 67

data preprocessing 67

model deployment 68

model evaluation 68

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Publisher Resources

ISBN: 9781836200338