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s_618 - H2O.ai AutoML (generic KNIME nodes) in KNIME for classification problems - a powerful auto-machine-learning framework applied via Sparkling Water on a Big Data system

H2o Automl Knime Xgboost R
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s_618 - H2O.ai AutoML (generic KNIME nodes) in KNIME for classification problems - a powerful auto-machine-learning framework applied via Sparkling Water on a Big Data system It features various models like Random Forest along with Deep Learning. The results will be written to a folder and the models will be stored in MOJO format to be used in KNIME (as well as on a Big Data cluster via Sparkling Water). One major parameter to set is the running time the model has to test various models and do some hyper parameter optimization as well. The best model of each round is stored and some graphics are produced to see the results. To run the validations in this workflow you have to install R with several packages or use the Conda Environment Propagation provided. Please refer to the green box on the right.

Used extensions & nodes

Created with KNIME Analytics Platform version 4.6.0
  • KNIME Base nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Conda Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Database Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Excel Support Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Extension for Apache Spark Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Extension for Big Data File Formats Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Extension for Local Big Data Environments Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Extension for MOJO nodes on Spark Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME H2O Machine Learning Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME H2O Machine Learning Integration - MOJO Extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME H2O Sparkling Water Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Interactive R Statistics Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME JavaScript Views Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Javasnippet Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Machine Learning Interpretability Extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Quick Forms Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME SVG Support Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
  • KNIME Timeseries nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    knime
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