Batch Scoring Data Architecture
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Batch Scoring Data Architecture

sensor

readings

data aggregation

and processing

batch scoring

Azure

Event Hubs

Azure Stream Analytics

Azure SQL

Database

Azure Container Registry

docker

Scorer

Image

scoring pipeline

Azure Machine Learning

Batch

scoring

Cluster

Python

scripts

Scheduler

Azure Blob

storage

Pretrained models

data, and predictions

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publish time: 2021-07-16
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Azure Machine Learning is an integrated data science solution for data scientists and MLops to model and deploys ML applications at a cloud-scale. As the below architecture diagram suggests, Azure Machine Learning Datasets make it easier to access and work with your data. By creating a dataset, one can reference the data source location and a copy of its metadata. The information to the Azure Machine Learning comes from the Azure SQL Database, which is a fully managed platform as a service database engine that handles most of the database management functions such as upgrading, patching, backups, and monitoring without user involvement.

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