Apache PredictionIO vs. STOCHOS Comparison


Apache PredictionIO Apache	STOCHOS PI Probaligence GmbH	+	+
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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 STOCHOS is probabilistic AI for engineering and R&D. It learns from the simulation, test, and measurement data a team already has and predicts new variants in seconds, with an uncertainty on every prediction, so engineers know when to trust a result and when to run the solver instead. Built on DIM-GP, it works with small datasets, typically tens to a few hundred samples, and with scalars, signals, 2D and 3D fields, meshes, geometries, and images. Methods: surrogate modeling, uncertainty quantification, Bayesian and multi-objective optimization, multi-fidelity modeling, sensitivity analysis, and generative geometry. STOCHOS Flow, the visual workbench, builds the workflows without code and ships them to the team as web apps. Runs on your own hardware, installs offline. From PI Probaligence, founded 2018 in Grafing bei München, part of the CADFEM Group and an Ansys Technology Partner.
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 Not Supported Linux Supported Cloud Not Supported On-Premises 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 Engineers, Researcher, Simulation Engineers, Lab Researcher
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 No images available
Pricing Free Free Version Supported Free Trial Not Supported	Pricing Quote on request 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 Supported In Person Supported
Company Information Apache United States predictionio.apache.org	Company Information PI Probaligence GmbH Founded: 2018 Germany probaligence.com
Alternatives MLlib Apache Software Foundation	Alternatives Geminus
Apache Spark Apache Software Foundation	NeuralWing Emmi AI
Amazon EMR Amazon	AgenaRisk Agena
PySpark	Ansys Mechanical Ansys
Apache Mahout Apache Software Foundation View All	CADdoctor Elysium View All
Categories Machine Learning Supported	Categories Machine Learning Supported

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