servomac / mldeploy

Easily deploy your machine models to production

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mldeploy: Easily deploy your machine models to production

mldeploy is a web application to convert your machine learning models into restful web APIs. Upload your scikit-learn, Keras or Tensorflow trained model and specify the features of your dataset. A prediction endpoint is provided to the user, exposing its machine learning model, ready to accept instances to predict.

⚠️ Security warning: This project unpickles untrusted objects, so arbitrary python code could be executed. Do not allow untrusted users to upload models to your deployment.

Usage

Configuration

TODO

How to Deploy

docker-compose up -d

Features

  • Expose a prediction JSON API from a trained persisted model
  • Support for multiple ML libraries: scikit-learn, keras, tensorflow
  • Statistics about prediction requests and responses

About

Easily deploy your machine models to production


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