AutoML

Docker setup

Download Docker
Docker tutorial
Docker python images

Setup docker container for AutoML

Build image

docker build --tag server .

Run container

docker run -it -p 8888:8888 server jupyter-lab --allow-root

Push changes to docker after running notebook experiments

docker ps -a #get image_id  
docker commit image_id name  

Copy notebooks from docker to local

cd automl #on local  
docker cp image_id:/code/automl/notebooks .  

Local to docker

docker cp notebooks/. image_id:/code/automl/notebooks

Remove Docker images

docker system prune -a # Removes base image and its derivatives  
docker system prune # Removes image created over base  

docker image ls -q  
docker stop image_id    
docker rm image_id