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Predict Future Water Consumption with ML.NET

Workshop Source

You can find the full workshop in the .NET Conf Student Zone 2022 repository.

Stage 1: Desired Results

Through completing the workshop...

  1. Students will be skilled at:

    1. Designing and applying a regression model to a Machine Learning problem
    2. Using ML.NET to create predictions based on historical data

  2. Students will be able to independently use their learning to:

    1. Use data visualization
    2. Transform data and prepare it for data modelling
    3. Create their own machine learning experiments

Stage 2: Evidence

  1. Students will walk away with a regression model that they can use to predict their future water consumption

Stage 3: Learning Plan

  1. Milestone 1: Import the data into your environment
  2. Milestone 2: Explore the data with data visualization
  3. Milestone 3: Transform the data and prepare it for modelling
  4. Milestone 4: Create a machine learning experiment