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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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