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MLOps.NET

MLOps.NET is an SDK tool to track and manage lifecycle of an ML.NET machine learning model.

.NET Core

MLOps.NET NuGet Status

mlops.neticon

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If you're used to creating machine learning models in libraries such as Tensorflow, Keras, Scikitlearn or H2O you may have come across libraries such as MLflow or Neptune to manage and track the life-cycle of your machine learning models.

Models created in ML.NET can however currently not be used in MLflow, and as such the idea of MLOps.NET was spawn.

Currently supported storage providers

Model Repository

  • Azure Blob storage

Metadata storage

  • Azure TableStorage (CosmosDB)
  • SQLite

Roadmap

  • Add Blazor WebAssembly client to vizualize model training
  • Add support for SQL Server
  • Add support for file shares
  • Add support additional support for tracking a models performance
  • Add model deployment support
  • Add data tracking support

Getting started

An alpha version of the NuGet package will be released shortly, stay tuned

Contribute

We welcome contributors! Before getting started, take a moment to read our contributing guidelines

Code of Conduct

Please take a moment to read our code of conduct

mlops.net's People

Contributors

aslotte avatar coffeexcoin avatar dcostea avatar lqdev avatar anoojnair avatar memsranga avatar

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