Developed a WiFi CSI-based sign language recognition framework using CNN-GRU with attention to capture spatiotemporal features.

Keywords: CSI, Deep Learning, Human Activity Recognition

Performed a comparative study of second-order (AdaHessian) and first-order optimizers, evaluating accuracy, convergence speed, and stability.

Keywords: Optimization, Deep Learning

Designed Bayes-optimal binary and multi-hypothesis tests to classify citizen 311 service requests using multi-variate Bernoulli and multinomial likelihood models, with ROC analysis and cost-sensitive thresholding.

Keywords: Statistical Inference, Bayesian Classification, Text Classification

Conducted systematic experiments to analyze how architectural choices influence model performance, convergence behavior, and generalization.

Keywords: Deep Learning, Neural Network Design

Built a vision-based system to monitor interpersonal distance in public spaces and flag violations using real-time object detection.

Keywords: Computer Vision, Public Health

Designed an IoT-enabled system for real-time heart-rate acquisition, visualization, and remote health monitoring.

Keywords: IoT, Biomedical Signal Processing

Developed a sensor-based IoT platform to monitor environmental parameters such as temperature, humidity, and air quality.

Keywords: IoT, Sensors

Implemented a microcontroller-based secure door lock system using keypad authentication and access control logic.

Keywords: Embedded Systems, Security

Simulated a full TDM-PCM communication chain in Proteus, including sampling, quantization, encoding, and reconstruction stages.

Keywords: Digital Communication, Simulation

Built a digital logic-controlled 3-floor elevator model using combinational and sequential logic circuits.

Keywords: Digital Systems, Logic Design

Developed a system to measure and display heart rate using sensors and microcontroller for real-time monitoring.

Keywords: Biomedical, Embedded Systems

Implemented adaptive filtering techniques to track non-stationary signals in noisy environments.

Keywords: Signal Processing, Adaptive Filters

Developed a smart home IoT system for remote appliance control, monitoring, and automation.

Keywords: IoT, Home Automation