Deploy Your First Deep Learning Model On Kubernetes With Python, Keras, Flask, and Docker

Time to read
less than
1 minute
Read so far

Deploy Your First Deep Learning Model On Kubernetes With Python, Keras, Flask, and Docker

Fri, 12/04/2019 - 09:00
tigera

This post demonstrates a *basic* example of how to build a deep learning model with Keras, serve it as REST API with Flask, and deploy it using Docker and Kubernetes. This is NOT a robust, production example. This is a quick guide for anyone out there who has heard about Kubernetes but hasn’t tried it out yet. To that end, I use Google Cloud for every step of this process. The reason is simple — I didn’t feel like installing Docker and Kubernetes on my Windows 10 Home laptop. Google Cloud works great.

https://www.tigera.io/blog/deploy-your-first-deep-learning-model-on-kubernetes-…