Building the API

MLOps Deployment and Life Cycling

Nemanja Radojkovic

Senior Machine Learning Engineer

Service to the client

Running procedures on our server

Example: Sentiment analysis API for Amazon Comprehend

Access remote databases

Example: Twitter API, New York Times API

API architectures

 

1. REST: REpresentational State Transfer
2. RPC: Remote Procedure Call
3. SOAP: Simple Object Access Protocol

 

In this course: Architecture-agnostic view

Example: Navigation app

 

 

 

API purpose: Enable client apps to calculate the estimated time of arrival

¹ Image: Pixabay, https://www.stockvault.net/user/profile/161904

• open-source API framework for Python
• all essential features out of the box
• build and launch REST APIs in no time

¹ https://fastapi.tiangolo.com

Let's practice!

MLOps Deployment and Life Cycling