A Gentle Tutorial: Effortlessly Deploying ML Models on the Cloud
Machine Learning (ML) models are becoming increasingly important in a variety of industries. However, in order to be truly useful, ML models need to be deployed on cloud and integrated into user processes in seamless ways.
This series of labs will introduce you to basic concepts related web app development and deploying ML models on cloud. The labs cover developing simple web apps, various ways to receive user inputs which form the test data, pickling a model and finally deploying it on cloud. The guide also includes code examples that can be used to follow along.
Streamlit is a Python library that makes it easy to build and deploy web applications that incorporate ML models. Streamlit is easy to use, highly interactive and portable. Users can interact with your web application in real time, which makes it easier for them to understand how your ML model works