Maliha Ehsan

Human Settlement Detection · Satellite Imagery

CNN segmentation pipeline detecting informal settlements from high-res satellite imagery across heterogeneous urban morphologies. Ongoing research at UMT — results being prepared for dissemination.

Adaptive Fault Diagnosis · Industrial Sensors

LightGBM pipeline optimized with EO-SSA (Elite Opposite Sparrow Search Algorithm) and CAMLLE dimensionality reduction for drift-aware fault classification in non-stationary industrial sensor data.

Urdu Fake News Detection System

Built in 48hrs at TECHVERSE AI Hackathon 2025. Accepts speech, English, and Roman Urdu — cross-references official news sources — returns result in under 4 seconds. Winner certificate issued by UMT Techverse.

Resume Matching · LLaMA Fine-Tuning

Fine-tuned LLaMA on recruitment data using parameter-efficient methods to match resumes by semantic relevance rather than keyword overlap, bridging the recruiter–candidate language gap.

Smart Van Scheduling · CSP Solver

AI scheduling system for vans, drivers, and delivery times using Backtracking, AC-3, MRV, Degree Heuristic, LCV, Forward Checking, Constraint Propagation, and Min-Conflicts. Produces conflict-free optimal schedules.

Voice Control Home Automation

End-to-end voice-controlled automation with Arduino Uno, Bluetooth HC-05, and an Android app. 90% recognition accuracy, sub-2-second response time, designed with hardware safety protocols.

Cyberattack Prediction · Network Traffic

ML pipeline for early-stage cyberattack prediction from network traffic using Random Forest and XGBoost with feature importance analysis to flag anomalous patterns before critical system compromise.