Task Description
- Pull the Docker container image of CentOS image from DockerHub and create a new container
- Install the Python software on the top of docker container
- In Container you need to copy/create machine learning model.
After installing docker in the system,
Pull the docker image that would be used to run the ml model-
The image that will be used will be centos-
cmd — docker pull centos:latest
docker images | grep centos # to see the downloaded image
Launch The container into the rhel8 system using the command —
docker run -it — name os_for_ml centos:latest
Installing the python3 for python environment by the command-
yum install python3
Installing libraries for python program that will run ML code-
pip3 install scikit-learn # will install pandas, numpy also.
Copying the ML code inside the VM and then in Container by command-
Using winscp, transfer the weight file into the VM
Now, copying the file in container-
docker cp /root/marks.pk1 os_for_ml:/root/marks.pk1
Now, run the python program, import the joblib library, load the model into the variable ‘model’ and then predict the output.
