A Beginner’s Guide to Building Models in 15 Practical Steps
56 min read
14 hours ago
I will now present a template for the process of building machine learning models.
In this project, the goal is to create a model capable of predicting the need for maintenance in industrial machines. We’ll use data from IoT sensors (Internet of Things).
The approach divides the Machine Learning project into 15 distinct stages, which I will outline for you. These stages include the key techniques, main strategies, and how to tackle each of them effectively.
As a demonstration, we will work with fictitious data in this example.
As we progress, we will build a comprehensive project from start to finish, covering everything from problem definition to deploying the functional model.