Train a machine learning model for predictive maintenance by using ML.NET Model Builder

Intermediate
Developer
.NET

Train a machine learning model in Visual Studio with ML.NET by using Model Builder, which uses sensor data to detect whether a manufacturing device is broken.

Learning objectives

By the end of this module, you'll know:

  • What Model Builder is and what problems you can solve with it
  • How to train a machine learning model by using Model Builder
  • How to consume a machine learning model by using Model Builder

Prerequisites

  • Intermediate knowledge of .NET.
  • Visual Studio 2022 with the .NET desktop development workload installed. The .NET 6.0 SDK is automatically installed when you select this workload.
  • ML.NET Model Builder extension, which is included in Visual Studio. For setup instructions, see How to install ML.NET Model Builder.