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20230919 Pikairos JustKnimeIt Season 2 Challenge 25 Detecting the Presence of Heart Disease

JKISeason2-25X-PartitionerParameter Optimization Loop Start
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Sep 19, 2023 7:35 AM
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You work as a data scientist for a healthcare company attempting to create a predictor for the presence of heart disease in patients. Currently, you are experimenting with 11 different features (potential heart disease indicators) and the XGBoost classification model, and you noticed that its performance can change quite a bit depending on how it is tuned. In this challenge, you will implement hyperparameter tuning to find the best values for XGBoost's Number of Boosting Rounds, Max Tree Depth, and learning rate hyperparameters. Use metric F-Measure as the objective function for tuning.

External resources

  • Solutions to “Just KNIME It!” Challenge 25 - Season 2
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Created with KNIME Analytics Platform version 4.7.4
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    KNIME Base nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Versions 4.7.2, 4.7.7

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    KNIME JavaScript Views (Labs)Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.0

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    KNIME JavasnippetTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.0

    knime
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    KNIME Optimization extensionTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.0

    knime
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    KNIME XGBoost IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.7.4

    knime

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