Machine learning deployment architecture

Các khái niệm về MLOps

Folkert Stijnman

ML Engineer

Microservices architecture

Phases microservices architecture

Các khái niệm về MLOps

Monolith vs. microservice architecture

Monolithic architecture

 

  • One uniform application containing all services
Các khái niệm về MLOps

Monolith vs. microservice architecture

 

  • Collection of smaller, independent services

Microservices architecture

Các khái niệm về MLOps

Monolith vs. microservice architecture

Microservices architecture

Các khái niệm về MLOps

Inferencing

Microservice

Các khái niệm về MLOps

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

Các khái niệm về MLOps

Application Programming Interface (API)

API

Các khái niệm về MLOps

Let's practice!

Các khái niệm về MLOps

Preparing Video For Download...