/machine-learning-microservice

Primary LanguagePython

jsgilberto

Machine Learning Microservice w/ Kubernetes

Description

A Machine Learning Microservice with a model that has been trained to predict housing prices in Boston according to several features.

The model is served through an endpoint in a Flask app.

Setup the Environment

  • Create a virtualenv and activate it
  • Run make install to install the necessary dependencies

Running app.py

  1. Standalone: python app.py
  2. Run in Docker: ./run_docker.sh
  3. Run in Kubernetes: ./run_kubernetes.sh

Kubernetes Steps

  • Setup and Configure Docker locally
  • Setup and Configure Kubernetes locally
  • Create Flask app in Container
  • Run via kubectl