Name		Name	Last commit message	Last commit date
parent directory ..
00_DevelopModel.ipynb		00_DevelopModel.ipynb
01_DevelopModelDriver.ipynb		01_DevelopModelDriver.ipynb
02_BuildImage.ipynb		02_BuildImage.ipynb
03_TestLocally.ipynb		03_TestLocally.ipynb
04_DeployOnAKS.ipynb		04_DeployOnAKS.ipynb
05_TestWebApp.ipynb		05_TestWebApp.ipynb
06_SpeedTestWebApp.ipynb		06_SpeedTestWebApp.ipynb
07_TearDown.ipynb		07_TearDown.ipynb
README.md		README.md
environment.yml		environment.yml
testing_utilities.py		testing_utilities.py

README.md

Deploy ResNet 152 model on GPU enabled Kubernetes cluster using PyTorch

In this folder are the tutorials for deploying a PyTorch on a Kubernetes cluster.

The tutorial is made up of the following notebooks:

Model development where we load the pretrained model and test it by using it to score images
Developing the interface our Flask app will use to load and call the model
Building the Docker Image with our Flask REST API and model
Testing our Docker image before deployment
Creating our Kubernetes cluster and deploying our application to it
Testing the deployed model
Testing the throughput of our model
Cleaning the resources used