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Project created with the intention of applying mlops. Then extra things were added to make it fully robust.

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Nouvellie/django-mlops-docker

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CONTENTS

Topics

  • Django.
  • MLOps.
  • DevOps.
  • Machine Learning. (h5/hdf5-json/checkpoint/pb/tflite)
  • Pipeline.
  • Class-Based-Views.
  • New versioning system.
  • Django Environ.
  • Django Rest Framework. (custom)
  • Django authentication. (rest)
  • Jupyter lab. (examples/creations)

Run docker (two options)

$ sudo bash ./build_project.sh
$ docker-compose up --build

Links



Django MLOps (TFLite)



Created by Nouvellie, 08/07/2021
Credits to Ávila Jorge, for all the help in machine learning, from scratch. Github.
Credits to Truly Cryce, Serializers, auth and exceptions. Github.