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ENH: Computer Vision pipelines #560

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ENH: Computer Vision pipelines #560

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Commits on Jun 21, 2022

  1. WIP: Training and testing of Resnet50 Keras models added

    * TODO: Need a robust way to find if the MLHandler expects image data for training/testing
    * TODO: Separate class is required for training and testing CV models
    * TODO: Code has to be made generic to dynamically select Resnet50/VGG, etc. models
    * TODO: Model training parameters viz. epochs, batch size have to be taken from the user with defaults set
    * TODO: setup and get_model functions have to be made more scalable
    * TODO: ModelStore __init__ has to be made scalable
    radheyakale committed Jun 21, 2022
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Commits on Jun 24, 2022

  1. WIP: Created a wrapper for Keras.

    * Predict is working with default VGG16 and Resnet models.
    * TODO: Test and add all other models supported by Keras
    * TODO: Implement training functionality
    * TODO: Implement functionality to predict from trained models provided by user/trained in gramex
    radheyakale committed Jun 24, 2022
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Commits on Jun 29, 2022

  1. WIP: Code refactoring

    * Training keras models would be done in ml_api in KerasApplication wrapper
    * _parse_multipart_form_data used for parsing images
    radheyakale committed Jun 29, 2022
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  2. WIP: Code optimisation

    radheyakale committed Jun 29, 2022
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Commits on Jul 6, 2022

  1. Code optimisation

    * Removed unnecessary code from ModelStore
    radheyakale committed Jul 6, 2022
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Commits on Jul 7, 2022

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Commits on Aug 1, 2022

  1. WIP: Code refactoring

    * Model initialisation code moved to __init__
    * Training added to POST request
    radheyakale committed Aug 1, 2022
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Commits on Aug 2, 2022

  1. WIP

    radheyakale committed Aug 2, 2022
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