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Apache Submarine for Model Serving

Overview

Skills Needed

Learn to deploy deep learning models with Apache Submarine. Explore model serving, inference, and more. Enroll now!

  • Intermediate knowledge of Apache Submarine fundamentals
  • Understanding of model deployment concepts

Outline

  • Introduction to Model Serving with Apache Submarine
  • Building Scalable Model Serving Pipelines
  • Model Versioning and A/B Testing
  • Real-time Inference with Apache Submarine
  • Efficient Model Serving Architectures
  • Scaling Model Serving Infrastructure
  • Handling Model Updates and Rollbacks
  • Model Performance Monitoring and Logging
  • Integrating Apache Submarine with Microservices
  • Best Practices for Deep Learning Model Serving

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