Cloud Architecture Principles for New AI Solutions Architects: AWS and Azure Well-Architected Frameworks
Master the AWS and Azure Well-Architected Frameworks to design scalable, secure, and cost-effective AI/ML solutions as a new AI Solutions Architect.
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Foundational Well-Architected Principles for AI/ML
Unit 1: Introduction to Well-Architected Frameworks for AI/ML
Why Well-Architected AI?
AWS WAF Pillars for AI/ML
Azure WAF Pillars for AI/ML
Unit 2: Common AI/ML Architectural Patterns
MLOps Pipeline Patterns
Real-time Inference Patterns
Batch Processing & Data Lakes
Unit 3: Security Best Practices for AI/ML
Data Security for AI/ML
Network & Responsible AI
Designing and Optimizing AI/ML Architectures with Well-Architected Frameworks
Unit 1: Designing Scalable Data Pipelines for AI/ML
Data Ingestion: AWS
Data Ingestion: Azure
Data Storage & Processing
Unit 2: Optimizing AI/ML Workloads
Compute for AI/ML: AWS
Compute for AI/ML: Azure
Cost & Performance Monitoring
Unit 3: Sustainable AI/ML Architectures
Green AI/ML: Principles
Green AI/ML: Cloud Design