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Stream Your Models

PipelineAI integrates with popular streaming tools such as Kafka, Kinesis, Spark Streaming, Flink Streaming, Storm, and Huron.

Kafka

Kinesis AWS Kinesis

Continuous Model Predictions

PipelineAI's modular design allows your REST-based models to run natively within Kafka and Kinesis streams for continuous model predictions.

Incremental Model Training

PipelineAI supports continuous, incremental model training. This is best described by Scikit-learn's partial_fit() functionality.

Continuous Model Deployments

Online Continuous ML Model Train and Deploy

Videos

StartupML, Jan 2017

Big Data Spain Keynote, Nov 2016


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