MLlib vs. Marathon Comparison


MLlib Apache Software Foundation	Marathon D2iQ	+	+
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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.	About Marathon is a production-grade container orchestration platform for Mesosphere’s Datacenter Operating System (DC/OS) and Apache Mesos. High Availability. Marathon runs as an active/passive cluster with leader election for 100% uptime. Multiple container runtimes. Marathon has first-class support for both Mesos containers (using cgroups) and Docker. Stateful apps. Marathon can bind persistent storage volumes to your application. You can run databases like MySQL and Postgres, and have storage accounted for by Mesos. Beautiful and powerful UI. Service Discovery & Load Balancing. Several methods available. Health Checks. Evaluate your application’s health using HTTP or TCP checks. Event Subscription. Supply an HTTP endpoint to receive notifications - for example to integrate with an external load balancer. Metrics. Query them at /metrics in JSON format, push them to systems like Graphite, StatsD and DataDog, or scrape them using Prometheus.
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	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 Data scientists and engineers wanting a machine learning solution for efficient data processing and analysis within the Apache Spark framework	Audience Anyone interested in a container orchestration platform for Mesos and DC/OS
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not 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 No information available. Free Version Not Supported Free Trial Not Supported	Pricing No information available. Free Version 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 Supported Live Online Not Supported In Person Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Apache Software Foundation Founded: 1995 United States spark.apache.org/mllib/	Company Information D2iQ Founded: 2013 United States mesosphere.github.io/marathon/
Alternatives Apache Spark Apache Software Foundation	Alternatives QF-Test Quality First Software
Apache PredictionIO Apache	Apache Mesos Apache Software Foundation
Apache Mahout Apache Software Foundation	MarathonITE Jalian Systems
Amazon EMR Amazon	Houseware
PySpark View All	Apache Spark Apache Software Foundation View All
Categories Machine Learning Supported	Categories Container Orchestration Supported

Integrations Apache Mesos Supported Amazon EC2 Supported Apache Cassandra Supported Apache HBase Supported Apache Hive Supported Apache Spark Supported D2iQ Not Supported Datadog Not Supported Docker Not Supported Graphite Studio Not Supported Hadoop Supported JBoss Portal Not Supported Java Supported Jetty Not Supported Kubernetes Supported MapReduce Supported Prometheus Not Supported Python Supported R Supported Scala Supported Show More Integrations View All 13 Integrations	Integrations Apache Mesos Supported Amazon EC2 Not Supported Apache Cassandra Not Supported Apache HBase Not Supported Apache Hive Not Supported Apache Spark Not Supported D2iQ Supported Datadog Supported Docker Supported Graphite Studio Supported Hadoop Not Supported JBoss Portal Supported Java Not Supported Jetty Supported Kubernetes Not Supported MapReduce Not Supported Prometheus Supported Python Not Supported R Not Supported Scala Not Supported Show More Integrations View All 8 Integrations
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