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articles/machine-learning/how-to-cicd-data-ingestion.md

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# DevOps for a Data Ingestion pipeline
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In most scenarios a Data Ingestion solution is a composition of scripts, service invocations and a pipeline orchestrating all the activities. In this article, you learn how to apply DevOps practices to the development lifecycle of a common data ingestion pipeline. The pipeline prepares the data for the Machine Learning model training.
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In most scenarios, a Data Ingestion solution is a composition of scripts, service invocations, and a pipeline orchestrating all the activities. In this article, you learn how to apply DevOps practices to the development lifecycle of a common data ingestion pipeline. The pipeline prepares the data for the Machine Learning model training.
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## The solution
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