Benchmarked DeepLabV3, SegFormer, and YOLOv26 on 1,969 images across 30 fruit classes; YOLOv26 achieved 0.944 mIoU, outperforming both alternatives. Published processed train/validation/test splits as public Kaggle datasets.

Mohua AkterEast West University

Project

EWU Admission Chatbot — Solo

Built a RAG admission chatbot and fine-tuned Gemma 3 on custom JSONL data covering EWU programs, tuition, policies, and the admissions calendar.

Mohua AkterEast West University

Project

AttendX — Smart Attendance System, Solo

Built a web attendance system with real-time face recognition and role-based student, teacher, and administrator portals.

Mohua AkterEast West University

Project

Multilingual University Chatbot — Capstone

Designed the RAG pipeline and hybrid RAG+LLM chatbot, moving from Gemma 3 to Qwen; evaluated five Rasa, RAG+LLM, and hybrid architectures for Bangla, English, and Banglish in low-resource settings. Best architecture achieved the strongest semantic-similar

RAG
LLM
Gemma 3
Qwen
Rasa
BERTScore