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Machine Learning Fraud Detection Pipeline

Fraud DetectionMachine LearningData ScienceBig DataPredictive
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anathan profile image
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Jan 13, 2024 9:56 AM
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This workflow streamlines fraud detection by integrating data importation, preprocessing, and sophisticated feature engineering with machine learning. It focuses on analyzing transaction data, highlighting anomalies, and calculating key metrics for fraud risk assessment. Emphasizing customer behavior and terminal risk over varied time frames, it leads to the development of an accurate, reusable machine learning model. This No-Code/Low-Code pipeline adeptly navigates the intricacies of large-scale fraud analysis.

External resources

  • Reproducible Machine Learning for Credit Card Fraud Detection - Practical Handbook
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Created with KNIME Analytics Platform version 5.2.0
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    KNIME Base nodesTrusted extension

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    Versions 5.1.0, 5.2.0

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    KNIME AG, Zurich, Switzerland

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    KNIME Python IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.2.0

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