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H2O.ai AutoML (wrapped with R) with vtreat data preparation in KNIME for classification problems (with R vtreat)

H2oAutomlKnimeXgboostH2o.ai
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Jan 23, 2020 8:19 PM
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H2O.ai AutoML (wrapped with R) in KNIME for classification problems (with R vtreat) - a powerful auto-machine-learning framework (https://hub.knime.com/mlauber71/spaces/Public/latest/automl/) v 1.25 For details please refer to these entries: https://forum.knime.com/t/h2o-ai-automl-in-knime-for-classification-problems/20923 This is a modified version that also offers R package vtreat to prepare data and store the preparation and also uses a split of training and test (70/30) while splitting the remaining 70% again (80/20) to get more stable results

External resources

  • paolotamag - more options for AutoML with KNIME components
  • Cohen's Kappa: what it is, when to use it, how to avoid pitfalls
  • Machine Learning Meta Collection (with KNIME)
  • A meta collection and article about R and KNIME
  • KNIME Interactive R Statistics Integration Installation Guide
  • H2O.ai AutoML in KNIME for classification problems
  • R Tip: Use the vtreat Package For Data Preparation
  • Combine Big Data, Spark and H2O.ai Sparkling Water
  • A Deep dive into H2O’s AutoML
  • Profile mlauber71
  • Downloading & Installing H2O
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Used extensions & nodes

Created with KNIME Analytics Platform version 4.3.1
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    KNIME Base nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.1

    knime
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    KNIME Excel SupportTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.1

    knime
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    KNIME Extension for Big Data File FormatsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.1

    knime
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    KNIME H2O Machine Learning Integration - MOJO ExtensionTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.1

    knime
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    KNIME Interactive R Statistics IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.1

    knime
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    KNIME JavaScript ViewsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
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    KNIME JavasnippetTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
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    KNIME Math Expression (JEP)Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
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    KNIME Quick FormsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.1

    knime
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    KNIME SVG SupportTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
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    KNIME Timeseries nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime

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