MLOPS Tutorial- Automating Workflow Of CI/CD for Dockerized Flask App Using Github Action

Krish Naik · Beginner ·🛠️ AI Tools & Apps ·1y ago
Here the main goal is to build a Docker image for a Python application and push it to Docker Hub whenever changes are pushed to the main branch. Explanation: 1. This workflow is triggered on push events to the main branch. 2. It checks out the code, sets up Docker Buildx for advanced Docker builds, and logs into Docker Hub. 3. Builds a Docker image using the specified Dockerfile and pushes it to Docker Hub under the specified username and repository. Code github :https://github.com/krishnaik06/dockerimagehub Timestamp: 00:00:00 Introduction 00:01:18 Workflow Discussion 00:05:06 Project Structure Setup 00:10:01 Setting up Github Repository 00:13:52 Implementing Flask Project With Docker 00:19:48 Building The Github Action YAML file 00:35:26 Testing The Dcoker Image -------------------------------------------------------------------------------------------------- Check out my Udemy Courses Mathematics-Basics to Advanced for Data Science And GenAI: https://www.udemy.com/course/mathematics-basics-to-advanced-for-data-science-and-ml/?couponCode=9F60A7F756D9E0D35CFB Complete Data Analyst Bootcamp From Basics To Advanced : https://www.udemy.com/course/complete-data-analyst-bootcamp-from-basics-to-advanced/?couponCode=66FA18CE04432DF5ED90 Complete Machine Learning,NLP Bootcamp MLOPS & Deployment: https://www.udemy.com/course/complete-machine-learning-nlp-bootcamp-mlops-deployment/?couponCode=CFCCFD9FF2A363F13999 Complete Generative AI Course With Langchain and Huggingface: https://www.udemy.com/course/complete-generative-ai-course-with-langchain-and-huggingface/?couponCode=5968A4B7E124505B4E46 Building Gen AI App 12+ Hands-on Projects with Gemini Pro https://www.udemy.com/course/building-gen-ai-app-end-to-end-projects-with-gemini-pro/?couponCode=297F83FB8A2AF122D55D Mastering Figma from 0 to 100 (UI/UX Mastery Course) https://www.udemy.com/course/mastering-figma-from-0-to-100/?couponCode=D40E706823D594082FFF
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Chapters (7)

Introduction
1:18 Workflow Discussion
5:06 Project Structure Setup
10:01 Setting up Github Repository
13:52 Implementing Flask Project With Docker
19:48 Building The Github Action YAML file
35:26 Testing The Dcoker Image
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