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It's Your Data, Master It.
Advanced Model Deployment with Liminal
Overview
Skills Needed
Take your model deployment skills to the next level with Liminal. Explore containerization, orchestration strategies, and CI/CD pipelines with Liminal.
Intermediate knowledge of Liminal fundamentals
Familiarity with model deployment concepts
Outline
Containerization Techniques for ML Models
Orchestration Platforms for Model Deployment
CI/CD Pipeline Integration with Liminal
Auto-scaling Strategies for ML Workloads
Canary Deployment and A/B Testing
Serverless Computing for Model Inference
Monitoring and Logging in Production Environments
Performance Optimization for ML Models
Security and Compliance Considerations
Case Studies in Advanced Model Deployment with Liminal
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