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Automated workflows for computing model predictions over large datasets in bulk.
Distinct from Batch Processing Pipelines: Specific to ML prediction generation, whereas Batch Processing Pipelines is a general-purpose data transformation category.
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PredictionIO is a machine learning server designed for the deployment of predictive models to transform raw data into actionable predictions. It manages the full lifecycle of machine learning operations, from ingesting event data via APIs to hosting production-ready predictive services for real-time inference. The system supports distributed model training by spreading computational workloads across a cluster of nodes to increase processing speed. It enables the implementation of custom prediction engines using programming languages or the application of pre-built model templates for common t
Provides a pipeline for computing predictive results for large datasets in bulk operations.