liupeirong / MLOpsManufacturing

Demonstrate samples and good engineering practice for operationalizing machine learning solutions.
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Enhance MLOpsPython to support image dataset and Tensorflow/Keras models #1

Closed liupeirong closed 3 years ago

liupeirong commented 4 years ago

MLOpsPython has comprehensive devops and mlops pipelines that support the full life cycle of machine learning projects. However, it only demonstrates a scikit-learn model with tabular data. Image data typically requires reshaping the images in a separate data processing pipeline and a different type of Azure ML dataset. Computer vision models based on Tensorflow/Keras also requires training and inferencing environments different from scikit-learn.

This item builds and deploys the flower image classification example in the Tensorflow tutorial. Specifically, it modifies MLOps in the following ways -