Machine learning deployment architecture

MLOps Concepts

Folkert Stijnman

ML Engineer

Microservices architecture

Phases microservices architecture

MLOps Concepts

Monolith vs. microservice architecture

Monolithic architecture

 

  • One uniform application containing all services
MLOps Concepts

Monolith vs. microservice architecture

 

  • Collection of smaller, independent services

Microservices architecture

MLOps Concepts

Monolith vs. microservice architecture

Microservices architecture

MLOps Concepts

Inferencing

Microservice

MLOps Concepts

Inferencing

Inferencing is the process in which we send new input to the machine learning model and receive output from the model. Inferencing with API

MLOps Concepts

Application Programming Interface (API)

API

MLOps Concepts

Let's practice!

MLOps Concepts

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