Machine Learning Serving API

Introduction

Hardware and Linux OS

Building blocks of a computer
Linux operating system

Software for an ML developer

Python
Virtual environments
Docker

Python Programming

Classes and objects
Data types
Data structures

Machine learning

Creating machine learning models
Basic ML serving

API

Application Programming Interface basics
API server
Databases and Python
API and PSQL integration example

Production Tools and Concepts

Gunicorn
Docker in production
JWT based authentification
Migrations

ML serving API

ML users
ML users authentification
ML model
ML database models
Machine learning API
Wrapping the API into a production container

Bibliography

Links and references

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Index

By Eligijus Bujokas
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