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Gartner MQ - Magic Quadrant for Data Science and Machine-Learning Platforms (2018/02)

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定義 - a data science and machine-learning platform

A cohesive software application that offers a mixture of basic building blocks essential both for creating many kinds of data science solution and incorporating such solutions into business processes, surrounding infrastructure and products.

Magic Quadrant

Leaders
  • H2O.ai : H2O Flow (core component); H2O Steam; H2O Sparkling Water (for Spark integration); H2O Deep Water (deep-learning capabilities)
  • KNIME : based in Zurich, Switzerland. KNIME Analytics Platform.
  • RapidMiner : RapidMiner Studio, RapidMiner Server, RapidMiner Radoop
  • SAS : SAS Enterprise Miner (EM), SAS Visual Analytics suite
  • Alteryx : Alteryx Analytics
Challengers
  • TIBCO Software : Statistica platform (Acquired from Quest Software)
  • MathWorks : MATLAB, Simulink
Visionaries
  • IBM : SPSS (SPSS Modeler, SPSS Statistics)
  • Microsoft : Azure Machine Learning
  • Databricks : Apache Spark-based Databricks Unified Analytics Platform
  • Domino : Domino Data Science Platform
  • Dataiku : Data Science Studio (DSS)
Niche Players
  • SAP : SAP Business Objects Predictive Analytics (PA)
  • Angoss : KnowledgeSEEKER, KnowledgeSTUDIO, KnowledgeENTERPRISE
  • Anaconda : Anaconda Enterprise 5.0, an open-source development environment based on the interactive-notebook concept.
  • Teradata : Teradata Unified Data Architecture (UDA)