Workshop: ML.NET Training - 2/2

.NET Machine Learning

Module 2/2

This ML.NET workshop teach will teach you how to build, train, and consume Machine Learning models in .NET applications using ML.NET. Specifically, you will build a .NET Core application for training an ML.NET model and then consume that model in an ASP.NET Core web application.

The workshop will cover:

  • The basics of Machine Learning (ML), including how to apply ML to common business problems and how to choose the right ML tech.
  • The basics of ML.NET and how to get started adding ML to your .NET applications.
  • How to prepare your data and load training data with ML.NET.
  • How to set up an ML.NET training pipeline, including data transformations and algorithms.
  • How to evaluate a model’s performance and improve the model.
  • How to consume ML.NET models in different .NET app types.
  • How to use ML.NET tooling and AutoML.
  • How to integrate ML.NET models into DevOps.
  • How deep learning works in ML.NET.
  • How to work with data scientists who work in Python.
  • The roadmap for ML.NET.

Requirements

Windows

Mac/ Linux