Scientific Portfolio
Research & Publications
bridging theoretical mathematics with physics-informed artificial intelligence and clinical diagnostics.
Physics-Informed Neural Networks (PINNs)
Developed advanced PINN architectures for solving differential equations in biomedical systems.
PythonPyTorchTensorFlowScientific ComputingDifferential Equations
Pure Math: Soft Metric Spaces
Extending approximation theory to model uncertain data under parameterized uncertainty.
TopologyMathematical ModelingFixed Point TheorySoft Set Theory
Medical Image Analysis using CNNs
CNN-based diagnostic systems optimized for automated pneumonia detection.
CNNMedical ImagingImage ProcessingScikit-learnFeature Engineering