Laurent Kouadio

Software & Tooling

My open-source projects for forecasting, uncertainty diagnostics, and hydro-/geo-physics.

  • FusionLab-learn / XTFT logo

    FusionLab-learn / XTFT

    BSD 3 Clause
    Docs: complete
    PyPI: available

    Flexible framework for next-gen time-series forecasting with Temporal Fusion Transformer (TFT) and XTFT variants; calibrated, uncertainty-aware, and physics-aware hooks (TensorFlow/Keras).

    time-seriestransformersuncertaintyphysics-aware
  • k-diagram logo

    k-diagram

    Apache 2.0
    Docs: complete
    PyPI: available

    Polar diagnostics package for forecast uncertainty—coverage, calibration, and severity (CAS)—to make probabilistic models interpretable.

    uncertaintyevaluationvisualization
  • hwm — Adaptive Hammerstein-Wiener Modeling Toolkit

    BSD 3 Clause
    Docs: complete
    PyPI: available

    Toolkit for adaptive Hammerstein-Wiener system modeling (nonlinear + linear blocks) with a scikit-learn-friendly API for regression/classification/TS.

    system-identificationtime-seriesscikit-learn
  • gofast — AIO Machine Learning Package

    BSD 3 Clause
    Docs: in development
    PyPI: not available

    All-in-one ML utilities designed to streamline data science workflows—fast helpers for preprocessing, modeling, and evaluation.

    ml-utilitiesproductivity
  • watex — Machine Learning for Water Exploration logo

    watex — Machine Learning for Water Exploration

    BSD 3 Clause
    Docs: complete
    PyPI: available

    Python library for groundwater exploration: integrates DC resistivity (ERP/VES), EM, geology, and ML for siting wells, predicting yields, and restoring noisy EM signals.

    groundwatergeophysicsmachine-learning
  • hydro-learn — Intelligent Solver for Hydrogeology

    Apache 2.0
    Docs: in development
    PyPI: not available

    Methods and workflows to reduce data-collection costs for K, guide drilling locations, and predict well water content using ML.

    hydrogeologymachine-learning
  • pyCSAMT

    GPL 3.0
    Docs: complete
    PyPI: available

    Python toolbox for AMT/CSAMT: end-to-end processing, SEG-EDI/Zonge compatibility, and 2D/3D geophysical inversion workflows.

    AMTCSAMTelectromagneticsgroundwater
  • kalfeat — Fast Detection of Geo-Electrical Features

    MIT
    Docs: complete
    PyPI: in progress

    ML pipeline to predict groundwater flow rate from geology and DC resistivity (ERP/VES); automates optimal drilling-site selection and reduces dry-well risk.

    groundwaterfeature-engineeringDC-resistivity