Considerations when deploying a container in the cloud
The big cloud services (Google, Amazon, and Microsoft Azure) can run your Docker container and often have a free tier that you can use if you don’t require storage or shared services. You’ll need to copy your container Dockerfile to the cloud service and build the image in the cloud service. There are multiple cloud provider options you can use with a Docker container, each of which has its specific set of steps. For this reason, we won’t cover it here. Feel free to try out the big cloud services or other containers as service providers. However, we will cover some important considerations when moving to production.
Considering risk and web security when deploying a model
Deploying a machine learning model into a production environment is a complex task that should be approached with caution. Beyond ensuring that your model performs as expected, any system that’s exposed to the web is vulnerable...