Deploy Machine Learning Models as Web App Using Flask & Docker on Azure Cloud

Deploy Machine Learning Models as Web App Using Flask & Docker on Azure Cloud

Learn to deploy machine learning models as web applications using Flask and Docker on Azure Cloud in this comprehensive tutorial series. Explore the entire process from building a multiple linear regression model to creating a Flask web app, containerizing it with Docker, and deploying it on Microsoft Azure. Gain hands-on experience with Flask app development, including creating prediction pages and handling errors. Dive into Docker fundamentals, understanding its architecture, installation, and usage for building and running images. Master the creation of Dockerfiles, manage dependencies with requirements.txt, and push images to Docker Hub. Finally, deploy the containerized Flask application on Azure Cloud, equipping you with the skills to take your machine learning models from development to production in a cloud environment.