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1. ML_Analysis_Sediment_Load ML_Analysis_Sediment_Load Public

   A robust ML pipeline for Suspended Sediment Load prediction. Features Optuna optimization, Quantile Regression, NGBoost, and Non-Exchangeable Conformal Prediction (NEXCP) for handling temporal dist…

   Jupyter Notebook 1

2. LULC_Classification_Singrauli_region LULC_Classification_Singrauli_region Public

   IIT Ropar Internship Project: A geospatial analysis pipeline for Land Use Land Cover (LULC) classification of the Singrauli mining region. Integrates Google Earth Engine (GEE) for Sentinel-2 proces…

   Jupyter Notebook 3 1

3. Conformal_Prediction_For_Remote_Sensing_6bands Conformal_Prediction_For_Remote_Sensing_6bands Public

   Pixel-wise classification of 6-band multispectral remote sensing data using Deep Learning (CNN, ViT, GFN) and Conformal Prediction. Features Split, Class-wise, and Cluster-wise CP for rigorous unce…

   Jupyter Notebook 1

4. ML_Analysis_Scour_Data ML_Analysis_Scour_Data Public

   A complete Machine Learning pipeline for predicting Bridge Pier Scour. Features Bayesian Hyperparameter optimization (Optuna) and rigorous uncertainty estimation using Quantile Regression, Probabil…

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5. Concrete_data_analysis Concrete_data_analysis Public

   Advanced concrete strength prediction pipeline. Integrates multiple optimization strategies (Grid/Random Search, Optuna TPE/CmaEs), Explainable AI (SHAP, LIME), and Uncertainty Quantification (MAPI…

   Jupyter Notebook 1 1

6. ML_Analysis_Water_Quality ML_Analysis_Water_Quality Public

   Predicting Water Quality Indices (WQI & EWQI) using advanced Machine Learning. Features Conformal Prediction (MAPIE, PUNCC), Quantile Regression, and Optuna Hyperparameter Tuning for robust environ…

   Jupyter Notebook