Apache Liminal (Incubating)—Orchestrate the Machine Learning Pipeline - Aviem Zur, Assaf Pinhasi
Channel: The ASF
Date: 2021-10-11

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Replicated A presentation from ApacheCon@Home 2021
https://apachecon.com/acah2021

Apache Liminal is an end-to-end platform for data engineers & scientists, allowing them to build, train and deploy machine learning models in a robust and agile way. The platform provides the abstractions and declarative capabilities for data extraction & feature engineering followed by model training and serving; using standard tools and libraries (e.g. Airflow, K8S, Spark, scikit-learn, etc.).

Apache Liminal’s goal is to operationalise the machine learning process, allowing data scientists to quickly transition from a successful experiment to an automated pipeline of model training, validation, deployment and inference in production, freeing them from engineering and non-functional tasks, and allowing them to focus on machine learning code and artifacts.