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snpoudel/README.md

Hi, I’m Sandeep 👋

I’m a PhD student at Cornell University working on hydrology and climate risk. I build physical, machine-learning, and physics-informed ML models to study environmental systems, quantify risk, and improve predictions.

🔗 More about me: https://snpoudel.github.io/

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  1. diff-hydrodiff-hydroPublic

    Differentiable hydrological modeling with neural network-based physical parameter learning.

    Jupyter Notebook 2

  2. DesignFlood-Change-UncertaintyDesignFlood-Change-UncertaintyPublic

    Uncertainty in design-flood change projection using process-based, deep learning and hybrid models.

    Python 2

  3. Bayesian-Flood-PoolingBayesian-Flood-PoolingPublic

    There is large uncertainty in hydrological change projections; this project explores Bayesian pooling techniques to improve the accuracy of change in design flood predictions under climate change.

    Python 1

  4. LSTM-RainfallRunoff-ModelLSTM-RainfallRunoff-ModelPublic

    Python script for a LSTM based rainfall-runoff hydrological model trained on multiple basins.

    Python 4 1

  5. Attention-LSTM-PUBAttention-LSTM-PUBPublic

    A deep learning architecture that combines LSTM with attention to improve streamflow prediction in ungauged basins (PUB).

    Python 1

  6. NEP-Hydro-ClimateNEP-Hydro-ClimatePublic

    Hydrological modeling and climate change impact assessment on key design statistics of small hydropower projects in Nepal.

    Python 1