Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

MLOps Tutorial - Automating CI/CD Workflow for Dockerized Flask App Using GitHub Actions

Krish Naik via YouTube

Overview

Coursera Flash Sale
40% Off Coursera Plus for 3 Months!
Grab it
Learn how to automate the CI/CD workflow for a Dockerized Flask application using GitHub Actions in this comprehensive MLOps tutorial. Discover the process of building a Docker image for a Python application and automatically pushing it to Docker Hub when changes are made to the main branch. Follow along as the instructor guides you through setting up the project structure, creating a GitHub repository, implementing a Flask project with Docker, and building the GitHub Action YAML file. Gain hands-on experience in testing the Docker image and understand the key components of the workflow, including triggering events, code checkout, Docker Buildx setup, and Docker Hub authentication. By the end of this tutorial, you'll have the skills to streamline your development process and improve your MLOps practices.

Syllabus

Introduction
Workflow Discussion
Project Structure Setup
Setting up Github Repository
Implementing Flask Project With Docker
Building The Github Action YAML file
Testing The Dcoker Image

Taught by

Krish Naik

Reviews

Start your review of MLOps Tutorial - Automating CI/CD Workflow for Dockerized Flask App Using GitHub Actions

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.