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GCP to AWS ML Workload Migration - Coggle Diagram
GCP to AWS ML
Workload Migration
Assessment
Identify current Architecture
Identify AWS equivalents
Do Cost Analysis
Compliance and Security Impact Analysis
Steps
Inventory creation
workload analysis
Dependency mapping
Feature comparision
Security / Regulatory Assessment
Data governance
Stake holder alignment
Sage maker studio
Data Migration
Storage Transfer
Database Migration
Machine Learning Model Migration
Convert from Tensorflow to compatible format
Leverage AWS Sagemaker
Re-Architecting and Optimization
AWS Glue for ETL
Testing and Validation
Run ML workloads Parallely
Deployment and Monitoring
Training and support
Tools
AWS Migration Hub
AWS Sagemaker Studio
Cost Management
Data transfer Costs