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Azure Machine Learning Pipeline high level API

Project description

Azure-ML-Pipeline

Azure Machine Learning Pipeline high level API

This project defines a set of high level APIs to define and publish Machine Learning Pipeline from Azure Machine Learning Service.

Azure Machine Learning Service supports 2 types of pipelines:

  • Http triggered pipeline: expose a constant REST endpoint to be triggered by authenticated Http request
  • Schedule based pipeline: pipeline is triggered by a predefined time interval.

Use the libary

  1. for Http triggered pipeline: inherent HttpTriggeredPipeline class and override two methods:registerDataStores() and definePipelineSteps() . Example: HttpSklearnAzureFunctionPipeline.py
  2. for schedule based pipeline: (developing)

Contribute to this repo

Build locally

Use conda (recommended)

conda create -p .env python=3.7

conda activate ./.env

.env/bin/pip install -r src/requirements.txt

Use pip

python3.6 -m venv .env

source .env/bin/activate

.env/bin/pip install -r src/requirements.txt

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