PredictionIO
An open source machine learning server for developers and data scientists, supporting event collection, algorithm deployment, and REST API queries.
What is PredictionIO?
Apache PredictionIO is an open-source machine learning framework designed to streamline the development and deployment of machine learning applications. It provides a comprehensive server that handles data collection, model training, and serving predictions via APIs, based on a scalable Lambda architecture using services like Hadoop, HBase, Elasticsearch, and Spark.
Developers, data scientists, and end users who need to build, deploy, and manage production-ready machine learning applications without managing underlying infrastructure.
Developers choose Apache PredictionIO for its integrated, server-based approach that abstracts infrastructure complexities, offering built-in event collection, algorithm deployment, evaluation tools, and REST APIs, which accelerates the end-to-end machine learning workflow compared to piecing together separate tools.
Overview
PredictionIO, a machine learning server for developers and ML engineers.
Use Cases
Best For
- Building recommendation engines for e-commerce or content platforms using pre-built templates.
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