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Machine learning models with ONNX and .NET | .NET Conf 2022

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6.3K views 2 years ago #DotNet #dotnetconf #dotnet7
Most machine learning models are trained in Python using frameworks like PyTorch and TensorFlow. You might expect that an application that runs the trained model would need to have all those frameworks installed. But does it need to? It does not! By converting your model to ONNX, you can run it in any supported language, including your .NET applications! ONNX (Open Neural Network Exchange) is an open standard for machine learning interoperability. It enables tools to work together by allowing them to share models in a commonly understood format. In this presentation we will show you how you can train a machine learning model using transfer learning in PyTorch, we’ll convert the model to ONNX, and we’ll use it in a .NET application. https://www.dotnetconf.net #DotNet #dotnetconf #dotnet7 🙋‍♀️🙋‍♂️ Get your questions answered on the Microsoft Q&A for .NET: https://aka.ms/dotnet-qa 🏫 Learn C#, F#, and .NET with free self-guided learning from Microsoft Learn: https://aka.ms/learndotnet #DotNet ...more
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Machine learning models with ONNX and .NET | .NET Conf 2022
90Likes
6,387Views
2022Nov 14
Most machine learning models are trained in Python using frameworks like PyTorch and TensorFlow. You might expect that an application that runs the trained model would need to have all those frameworks installed. But does it need to? It does not! By converting your model to ONNX, you can run it in any supported language, including your .NET applications! ONNX (Open Neural Network Exchange) is an open standard for machine learning interoperability. It enables tools to work together by allowing them to share models in a commonly understood format. In this presentation we will show you how you can train a machine learning model using transfer learning in PyTorch, we’ll convert the model to ONNX, and we’ll use it in a .NET application. https://www.dotnetconf.net #DotNet #dotnetconf #dotnet7 🙋‍♀️🙋‍♂️ Get your questions answered on the Microsoft Q&A for .NET: https://aka.ms/dotnet-qa 🏫 Learn C#, F#, and .NET with free self-guided learning from Microsoft Learn: https://aka.ms/learndotnet #DotNet

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324K subscribers