Apache PredictionIO vs. MLBox Comparison


Apache PredictionIO Apache	MLBox Axel ARONIO DE ROMBLAY	+	+
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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 MLBox is a powerful Automated Machine Learning python library. It provides the following features fast reading and distributed data preprocessing/cleaning/formatting, highly robust feature selection and leak detection, accurate hyper-parameter optimization in high-dimensional space, state-of-the art predictive models for classification and regression (Deep Learning, Stacking, LightGBM), and prediction with models interpretation. MLBox main package contains 3 sub-packages: preprocessing, optimization and prediction. Each one of them are respectively aimed at reading and preprocessing data, testing or optimizing a wide range of learners and predicting the target on a test dataset.
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 Supported Mac Supported Linux Supported Cloud Not 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 Individuals looking for an automated Machine Learning Python library
Support Phone Support Not 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 Not 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 Not Supported Live Online Not Supported In Person Not Supported
Company Information Apache United States predictionio.apache.org	Company Information Axel ARONIO DE ROMBLAY Founded: 2017 mlbox.readthedocs.io/en/latest/
Alternatives MLlib Apache Software Foundation	Alternatives MyDataModels TADA MyDataModels
Apache Spark Apache Software Foundation	Neural Designer Artelnics
Amazon EMR Amazon	Baidu AI Cloud Machine Learning (BML) Baidu
PySpark	Ensemble Dark Matter Ensemble
Apache Mahout Apache Software Foundation View All	Elham.ai View All
Categories Machine Learning Supported	Categories Machine Learning Supported

Integrations Python Supported AWS Marketplace Supported Apache HBase Supported Apache Hadoop YARN Supported Apache Spark Supported Docker Supported Elasticsearch Supported GitHub Not Supported Java Supported MySQL Supported PHP Supported PostgreSQL Supported Ruby Supported Scala Supported Show More Integrations View All 13 Integrations	Integrations Python Supported AWS Marketplace Not Supported Apache HBase Not Supported Apache Hadoop YARN Not Supported Apache Spark Not Supported Docker Not Supported Elasticsearch Not Supported GitHub Supported Java Not Supported MySQL Not Supported PHP Not Supported PostgreSQL Not Supported Ruby Not Supported Scala Not Supported Show More Integrations View All 2 Integrations
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