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  • AutoML for Bike Rentals Predicting
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AutoML for Bike Rentals Predicting

AutoML Automated machine learning Guided analytics Integrated deployment Regression
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This workflow demonstrates how to predict the number of rented bikes. Pre-processing, hyper-parameter optimization, and training are done by the AutoML (Regression) component. Similar pre-processing and the best trained model are then applied to the test data via Workflow Executor node. Finally, the model is evaluated on the test data. Bike Sharing Data set is available on https://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset

External resources

  • KNIME Integrated Deployment - KNIME.com
  • Guided Automation: a more complex AutoML example with KNIME Software
  • KNIME Verified Components - KNIME.com
  • Bike Sharing Dataset

Used extensions & nodes

Created with KNIME Analytics Platform version 4.5.0
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    KNIME Base nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME Deep Learning - Keras Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME Ensemble Learning Wrappers Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME H2O Machine Learning Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME Integrated Deployment Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME JavaScript Views Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME Javasnippet Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME Optimization extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME Plotly Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME PMML Preprocessing Applier Nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME Quick Forms Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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    KNIME XGBoost Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

    knime
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