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We will go over what machine learning is, what it can be used for and we will create a model using C# & ML.NET
Jon Wood YouTube Channel:
Code:
https://github.com/jwood803/MLNet_CrashCourse/blob/master/MLNetCrashCourse/Program.cs
Data:
https://www.kaggle.com/camnugent/california-housing-prices
ML.NET:
https://dotnet.microsoft.com/apps/machinelearning-ai/ml-dotnet
Timestamps:
- Intro
- What is Machine Learning?
- Types of Machine Learning Systems
- Supervised Learning
- Unsupervised Learning
- The Machine Learning Process
- What is ML.NET?
- Benefits of ML.NET
- ML.NET Model Builder
- ML.NET Demo: The data
- ML.NET Demo: Installing ML.NET
- ML.NET Demo: Creating the ML Context
- ML.NET Demo: Loading in the data
- ML.NET Demo: Splitting the data
- ML.NET Demo: Extract Features
- ML.NET Demo: Building the Pipeline
- ML.NET Demo: Create Model and Make Test Predictions
- ML.NET Demo: Evaluate the Model
- ML.NET Demo: Running the Program
- ML.NET Model Builder Demo
- Conclusion
