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

H2oAutomlKnimeXgboostH2o.ai
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Jan 23, 2020 8:19 PM
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H2O.ai AutoML (wrapped with R) with vtreat data preparation in KNIME for regression problems (with R vtreat) - a powerful auto-machine-learning framework (https://hub.knime.com/mlauber71/spaces/Public/latest/automl/) For details please refer to these entries: https://forum.knime.com/t/h2o-ai-automl-in-knime-for-regression-problems/20924 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

  • A meta collection and article about R and KNIME
  • KNIME Interactive R Statistics Integration Installation Guide
  • H2O.ai AutoML in KNIME for regression 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
  • KNIME Python Integration Installation Guide
  • Downloading & Installing H2O
  • Kaggle - House Prices: Advanced Regression Techniques
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Created with KNIME Analytics Platform version 4.3.1
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    KNIME Extension for Big Data File FormatsTrusted extension

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    KNIME H2O Machine Learning Integration - MOJO ExtensionTrusted extension

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    KNIME Interactive R Statistics IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.1

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