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  • Michael Baker International
  • Houston, TX

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  1. ANN_MLP-flood-depth-model ANN_MLP-flood-depth-model Public

    This is a flood depth ANN_MLP model for estimating maximum water level at stream gauges trained and tested on hurricane Ida data and then it was also evaluated on the hurricanes Irene, Isaias, and …

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  2. FloodDepth-ML-HWMs FloodDepth-ML-HWMs Public

    This contains machine learning models developed for hindcasting maximum flood depths in a coastal watershed, focusing on the incorporation of high-water mark (HWM) uncertainties. The Scenario 3 enh…

    Jupyter Notebook

  3. Human-respiratory-health Human-respiratory-health Public

    Updated ML models for predicting respiratory symptoms post-Hurricanes Ida and Ian, using environmental and health data from affected areas. Classification models identified key predictors like pre-…

    Jupyter Notebook

  4. ML-flood-model-for-Southern-Florida ML-flood-model-for-Southern-Florida Public

    This contains Machine Learning framework for hindcasting maximum flood depths using stream gauges and high-water marks (HWMs), incorporating hydraulic infrastructure features and uncertainty. Inclu…

    Jupyter Notebook