Apache PredictionIO vs. MLlib Comparison


Apache PredictionIO Apache	MLlib Apache Software Foundation	+	+
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About Apache PredictionIO® is an open-source machine learning server built on top of a state-of-the-art open-source stack for developers and data scientists to create predictive engines for any machine learning task. It lets you quickly build and deploy an engine as a web service on production with customizable templates. Respond to dynamic queries in real-time once deployed as a web service, evaluate and tune multiple engine variants systematically, and unify data from multiple platforms in batch or in real-time for comprehensive predictive analytics. Speed up machine learning modeling with systematic processes and pre-built evaluation measures, support machine learning and data processing libraries such as Spark MLLib and OpenNLP. Implement your own machine learning models and seamlessly incorporate them into your engine. Simplify data infrastructure management. Apache PredictionIO® can be installed as a full machine learning stack, bundled with Apache Spark, MLlib, HBase, Akka HTTP, etc.	About Apache Spark's MLlib is a scalable machine learning library that integrates seamlessly with Spark's APIs, supporting Java, Scala, Python, and R. It offers a comprehensive suite of algorithms and utilities, including classification, regression, clustering, collaborative filtering, and tools for constructing machine learning pipelines. MLlib's high-quality algorithms leverage Spark's iterative computation capabilities, delivering performance up to 100 times faster than traditional MapReduce implementations. It is designed to operate across diverse environments, running on Hadoop, Apache Mesos, Kubernetes, standalone clusters, or in the cloud, and accessing various data sources such as HDFS, HBase, and local files. This flexibility makes MLlib a robust solution for scalable and efficient machine learning tasks within the Apache Spark ecosystem.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers and data scientists searching for a solution to create predictive engines	Audience Data scientists and engineers wanting a machine learning solution for efficient data processing and analysis within the Apache Spark framework
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Not Supported In Person Supported
Company Information Apache United States predictionio.apache.org	Company Information Apache Software Foundation Founded: 1995 United States spark.apache.org/mllib/
Alternatives MLlib Apache Software Foundation	Alternatives Apache Spark Apache Software Foundation
Apache Spark Apache Software Foundation	Apache PredictionIO Apache
Amazon EMR Amazon	Apache Mahout Apache Software Foundation
PySpark	Amazon EMR Amazon
Apache Mahout Apache Software Foundation View All	PySpark View All
Categories Machine Learning Supported	Categories Machine Learning Supported

Integrations Apache HBase Supported Apache Spark Supported Java Supported Python Supported Scala Supported AWS Marketplace Supported Amazon EC2 Not Supported Apache Cassandra Not Supported Apache Hadoop YARN Supported Apache Hive Not Supported Apache Mesos Not Supported Elasticsearch Supported Hadoop Not Supported Kubernetes Not Supported MapReduce Not Supported MySQL Supported PHP Supported PostgreSQL Supported R Not Supported Ruby Supported Show More Integrations View All 13 Integrations	Integrations Apache HBase Supported Apache Spark Supported Java Supported Python Supported Scala Supported AWS Marketplace Not Supported Amazon EC2 Supported Apache Cassandra Supported Apache Hadoop YARN Not Supported Apache Hive Supported Apache Mesos Supported Elasticsearch Not Supported Hadoop Supported Kubernetes Supported MapReduce Supported MySQL Not Supported PHP Not Supported PostgreSQL Not Supported R Supported Ruby Not Supported Show More Integrations View All 13 Integrations
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