Welcome to Machine Learning Operations (MLOPs)’s documentation!

Contents:

• Docker
  • Docker’s original 3 innovations
  • Docker Images
  • Docker Registry
  • Docker Container
  • Requirements of Docker
  • DevOps
  • Docker VS Virtual Machine
  • Docker Work Flow
• Docker commands
  • Description of docker commands
  • Deploy the local docker registry
• ML Deployment using Flask
  • Deploy the ML project using Flask
  • Deployment of house rate prediction model in docker using Flask
• Other options of deployment using Streamlit and Heroku – Platform as a Service
  • ML Deployment using Streamlit
  • Clone the docker image from Git Repo
• Docker Swarm
  • Tutorial of docker swarm from the Docker Official Documentation
  • Create your own swarm cluster and Deploy app in Docker Swarm
• Guide to install docker in Ubuntu VirtualBox
  • Step 1: Install Virtual Box from below link:
  • Step 2: Perform the following step in terminal, if the error: “vboxuser is not in the sudoers file. This incident will be reported! Enable sudo in Ubuntu” is encountered.
  • Step 3: Install docker engine using Apt repository from following link:
  • Step 4: Get the files related to ML project in the ubuntu image (using drive share).

Indices and tables

• Index

• Module Index

• Search Page