Cloud Computing Fundamentals for MLOps Engineers: IaaS, PaaS, and Serverless

Master the core cloud computing models—IaaS, PaaS, and Serverless—and their practical applications, operational nuances, and security considerations essential for robust MLOps workflows.

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Understanding Cloud Service Models and Core Services for MLOps

Unit 1: Cloud Computing Fundamentals

Unit 2: Infrastructure as a Service (IaaS)

Unit 3: Platform as a Service (PaaS)

Unit 4: Serverless Computing

Operationalizing MLOps in the Cloud: Responsibilities, Costs, and Best Practices

Unit 1: Shared Responsibility and Cost Management

Unit 2: Cloud-Native MLOps Pipelines

Unit 3: Security Best Practices for MLOps