Technical requirements

In this chapter, we will discuss some tools and software that are essential for model deployment and model monitoring. Let’s go over the technical specifications.

Streamlit

Streamlit (https://streamlit.io/) is an open source framework for building web apps based on Python. It is a faster way to build and share web apps in minutes using Python, which fits in very well with DL frameworks such as Keras. The main advantage of Streamlit compared to other frameworks is it is easy to build, quick to deploy a model in a cloud environment, and previous knowledge of the frontend is not required. It is best suited for data scientists or genomic researchers who are not web developers and they don’t need to spend their time learning web development to build apps. Streamlit enables them to quickly build a web app and share it with their collaborators, which they can run to make predictions or classifications without any knowledge of DL. Unlike other frameworks...