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. Note that Visual Studio 2022 is currently in preview.
  • ML.NET Model Builder extension, which is included in Visual Studio. For setup instructions, see How to install ML.NET Model Builder.