Machine Learning Model inside Docker Container
May 30, 2021
Task Description:
- Pull an image and launch an container.
- Install python inside docker container.
- copy/create a machine learning model.
Step 1: Check docker information.
- USING COMMAND “ docker info”.
STEP 2: PULL CENTOS IMAGE AND CREATE A NEW CONTAINER.
USING COMMAND “ docker pull centos”.
STEP 3: RENAME CONTAINER AND INSTALL PYTHON3
USING COMMAND “ docker run -it — name <name of container> centos:latest
FOR DOWNLOADING PYTHON 3 USE: “ yum install python3”.
STEP 4: INSTALL LIBRARIES
- “pip3 install pandas”
- “pip3 install numpy”
- pip3 install scikit-learn
STEP4: COPY THE “SalaryData.csv” FILE FROM BASE OS TO CONTAINER
- USING “ docker cp SalaryData.csv container_name:/”
STEP 5: NOW CREATE A “vi.salarypredictor.py FILE
STEP5: NOW MODEL WILL GIVE PREDICTIONS
USING “ python3 Salarypredictor.py” our model will give predictions.
THANK YOU.