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.
Overview
Syllabus
1. What are we going to build in this tutorial series | Deploy ML Model using Flask Docker & Azure.
2.Deploy ML on Cloud - Application Demo | Deploy Machine Learning Model using Flask Docker and Azure.
3.Deploy ML on Cloud - Problem Statement | Deploy Machine Learning Model using Flask Web App,Docker.
4.Deploy ML on Cloud - Simple and Multiple Linear Regression Explanation | Deploy ML Flask Docker.
5.Deploy ML on Cloud - Multiple Linear Regression Code Part 1 | Deploy ML Model Flask Docker & Azure.
6.Deploy ML on Cloud - Multiple Linear Regression Python Code Part 2 | Deploy ML Model Flask Docker.
7.Deploy ML on Cloud - Multiple Linear Regression Python Code Part 3 | Deploy ML Model Flask Docker.
8.Deploy ML on Cloud - Flask Sample App Part 1 | Deploy Machine Learning Model Flask Docker Azure.
9.Deploy ML on Cloud - Flask Sample App Part 2 | Deploy Machine Learning Model using Flask Docker.
10.Deploy ML on Cloud - Flask App Machine Learning Prediction Page Part 1 | Deploy ML Model Flask.
11.Deploy ML on Cloud - Flask App Machine Learning Prediction Page Part 2 | Deploy ML Flask Docker.
12.Deploy ML on Cloud - Flask App Machine Learning Prediction Page Part 3 | Deploy ML Model Flask.
13.Deploy ML on Cloud - Flask App Prediction Homepage Part 1 | Deploy ML Model Flask Docker Azure.
14.Deploy ML on Cloud - Flask App Prediction Homepage Part 2 | Deploy ML Model Flask Docker Azure.
15.Deploy ML on Cloud - Flask App Prediction Homepage Part 3 | Deploy ML Model Flask Docker Azure.
16.Deploy ML on Cloud - Flask App Prediction Result Page | Deploy ML Model using Flask Docker Azure.
17.Deploy ML on Cloud - Fix Errors on Flask app | Deploy ML Model using Flask Docker Microsoft Azure.
18.Deploy ML on Cloud - Why Docker as a choice ? | Deploy ML Model Flask Docker Microsoft Azure.
19.Deploy ML on Cloud - A primer on docker | Deploy ML Model Flask Docker Microsoft Azure.
20.Deploy ML on Cloud - How Docker works under the hood ? | Deploy ML Model Flask Docker Azure.
21.Deploy ML on Cloud - Docker Installation | Deploy Machine Learning Model Flask Docker Azure.
22.Deploy ML on Cloud - Build Docker Images | Deploy Machine Learning Model Flask Docker Azure.
23.Deploy ML on Cloud - Run Docker Image | Deploy Machine Learning Model Flask Docker Azure.
24.Deploy ML on Cloud - Create Docker File | Deploy Machine Learning Model Flask Docker Azure.
25.Deploy ML on Cloud - Docker file for Prediction Flask app | Deploy ML Model Flask Docker Azure.
26.Deploy ML on Cloud - Docker file for Flask app | Port Correction | Deploy ML Model Flask Docker.
27.Deploy ML on Cloud - Build Requirements.txt file | Deploy ML Model Flask Docker Microsoft Azure.
28.Deploy ML on Cloud - Build Docker Image for Prediction App | Deploy ML Model Flask Docker Azure.
29.Deploy ML on Cloud - Push Image to Docker Hub | Deploy ML Model Flask Docker Azure Cloud.
30.Deploy Flask App on Azure Explained | Deploy Machine Learning Model Flask Docker Microsoft Azure.
Taught by
The AI University
