Deploying Python ML Models with Flask, Docker and Kubernetes

Posted on Thu 10 January 2019 in machine-learning-engineering • Tagged with python, machine-learning, machine-learning-operations, kubernetes, docker, GCP

jpeg

A common pattern for deploying Machine Learning (ML) models into production environments - e.g. a ML model trained using the SciKit-Learn package in Python and ready to provide predictions on new data - is to expose them as RESTful API microservices hosted from within Docker containers, that are in-turn deployed to …


Continue reading