Featured Projects
Bayesian Tree Structured Parzen Estimator
Developed a bank customer churn prediction model using 12 machine learning algorithms. Built an ensemble model using Stacking Classifier achieving ROC-AUC score of 0.9894 (+/- 0.0041). Applied LIME for model interpretability.
Python
Random Forest
XGBoost
LIME
Ensemble Learning
Multimodal Hate Speech Detection
Multimodal LLM
Federated Learning
LoRA
DpFedLlmCI Framework
Large Language Models
Multi-task Learning
Privacy-Preserving AI
Brain Tumor MRI Classification
Utilized advanced deep learning models including YOLO11, ConvNext-v2, Vision Transformer, and EfficientNet v2 for brain tumor classification using MRI scans with transfer learning optimization.
Computer Vision
YOLO
Vision Transformer
Transfer Learning
Medical AI
Obstacle Avoiding Robot
Built an obstacle-avoiding robot using Arduino IDE that can detect obstacles and maneuver around them without collisions. Published research paper on the design and implementation.
Arduino
Robotics
Sensors
Embedded Systems
Published Paper