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# Project Accelerator Stages
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# AML-Ops Project Accelerator Execution Guide
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This Project Accelerator is logically executed across 4 sequential sections.
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1. ML Ops Foundations: Pre-kick off enablement on core Dev Ops, ML Ops fundamentals, such as
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1. ML Ops Foundations: Pre-kick off enablement on core Dev Ops, ML Ops fundamentals, such as:
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* Dev Ops Overview:
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* Key principles
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* Culture
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* CI/CD
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* What is Infrastructure as Code
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* ML Ops Overview:
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* ML Ops v. Dev Ops
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* Key Principles and Maturity Model
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* Skills Roles and Responsibilities
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2. Design for ML Ops with AML: Infrastructure + Service Management Design, such as:
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* AML Foundations:
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* Key Architecture Concepts
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* ML Ops with AML
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* ML Ops Service Management:
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* Process Maps (who does what, where)
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* Infrastructure Design:
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* Technology Choice Guides
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* Reference Architectures + custom scenarios where known (e.g., attach existing ACR)
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* Map team Roles to RBAC
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* Validation Checklists
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* WAF Reviews
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2. Design for ML Ops with AML: Infrastructure + Service Management Design, such as
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3. Deploy: Infrastructure templates and validation checklists to provision resources per design
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* Templates for deployment – ARM, Terraform
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* Validation test scripts. Validate that the environment is working as intended.
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4. Migrate/ Operate: A reference implementation of ML Ops using AML that can be used to move your existing models
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* Code artefacts to move your first workload (existing model) onto AML and "MLOPs" it across the newly created environments
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* Operational best practices
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# How is MLOps different from DevOps?
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# Skills, Roles & Responsibilities
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