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In this article, we will talk about what Docker is, how it works and how to deploy a Jupyter notebook to a Docker Container. The Docker Architecture is divided into three(3) sections: Docker Engine(dockerd) docker-containerd and docker-runc (runc) In this part, we are going to work build a simple classifier model using the Iris Dataset. After that we will import the code from colab and finally we install and run deploy the model containing the model into a docker container.