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What is Container?
A standardized unit of software that packages up code and all its dependencies so the application runs quickly and reliably from one computing environment to another. Docker is a container.
I need to deploy my machine learning model on Docker.
One of the biggest challenges in machine learning (ML) development is the deployment of trained models in production and at scale. Docker simplifies both the development and deployment of ML applications utilizing platforms such as TensorFlow to enable GPU support. Setting up your development environment is as simple as a “Docker run” command for images that you create or that you download as a Docker Image from publishers on Docker Hub. Docker also makes it easy to distribute your ML application by spinning up containers across multiple machines or over the cloud and manage all of them collectively utilizing orchestration technology such as Kubernetes..
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