Demo Dashboards:

Water quality modeling

Evaluating the impact of different weather scenarios on water quality, soil erosion, and agricultural crop yields for a rain-fed field, using the APEX hydrologic model.

Keywords: Water quality Modeling, Precision agriculture, APEX model, Decision Support Systems.

Water pump status prediction

An AI dashboard for data exploration, feature selection, training tree-based classification models , model evaluation, and prediction.

Keywords: Random forest, Ensemble modeling, classification, Conditional probability, Water pump maintenance.

Texas air quality monitoring

A GIS dashboard for exploring spatial and temporal variations in air quality time series data across Texas.

Keywords: Environmental monitoring, GIS dashboard, Interactive map, Spatial data visualization, Timeseries data.

Deep learning in hyperspectral image segmentation

A Jupyter notebook for image segmentation of hyper-spectral image data using deep learning methods including Multi-Layer Perceptron, 2-Dimensional and 3-Dimensional Convolutional neural networks.

Keywords: Convolutional neural networks, image segmentation, Deep learning, Dimensionality reduction, Image processing, Indian Pine dataset.

Feature selection and transformations

Explore the impact of selecting different inputs and transformations on the predictive performance of multi-variate regression models, trained on the Boston Housing dataset. No coding is require.

Keywords: Multi-variate regression, Sensitivity analysis, Feature selection, Price prediction model.