8 Models to Tools

After training and saving the model, the next step is to develop a tool that automatically generates predictions on a daily basis and presents them through an interactive interface for end users. This tool consists of two key components, which we will explore in detail in the following chapters.

1. In the Application Packaging and Deployment section, we will cover how to containerize the model along with its dependencies. This ensures a seamless, automated system that processes data and generates prediction files efficiently.
2. In the Interactive Visualization section, we will guide you through building a user-friendly web application that takes these prediction files as inputs and presents them in an interactive dashboard, making insights easily accessible.