Overview

This course teaches how to deploy machine learning models as a web application using Flask, Docker, and Azure Cloud. By the end of the course, learners will be able to deploy a machine learning model on the cloud, create Flask applications, build Docker images, and push images to Docker Hub. The teaching method includes practical demonstrations and coding tutorials. This course is intended for individuals interested in deploying machine learning models on the web using Flask, Docker, and Azure Cloud.

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.