AWS MLOps Retail Prediction Platform
End-to-end MLOps pipeline cho Retail Prediction với Infrastructure as Code và Model Deployment
👨💻 Tác giả 1
Nguyễn Thanh Nhân
Cloud Engineer
👩💻 Tác giả 2
Hà Khả Nguyên
Data Engineer
🛒 Retail Prediction MLOps Technology Stack
�️ Infrastructure
Terraform + EKS + VPC + IAM
🤖 ML Training
SageMaker + Model Registry + S3
🐳 Containers
EKS + ECR + Docker + HPA
💾 Data & Storage
S3 Data Lake + Versioning + Lifecycle
🚀 CI/CD & Automation
Jenkins + Pipeline Automation
📊 Monitoring & Security
CloudWatch + KMS + CloudTrail
📚 Retail Prediction MLOps Workshop
12 Tasks MLOps hoàn chỉnh cho Retail Prediction
End-to-end MLOps pipeline từ Infrastructure as Code đến Model Deployment với Monitoring và Cost Optimization cho Retail Prediction
🏗️ Infrastructure
🤖 ML Training
� Deployment
� Monitoring
🚀 CI/CD
� Cost Optimization
🏗️
Infrastructure Foundation
✨ Điểm nổi bật của Retail Prediction MLOps Workshop
🏗️
Infrastructure as Code
Terraform automation cho toàn bộ AWS resources
🤖
SageMaker Training
Distributed ML training cho retail prediction
�
EKS Deployment
Kubernetes cho retail prediction API
🔒
Security-first
KMS encryption + CloudTrail audit
🔄
CI/CD Pipeline
Automated build → train → deploy
💰
Cost Optimized
Auto-scaling + spot instances