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

Mohua AkterEast West University

Project

FruitSeg30 Segmentation Benchmark — Solo

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

University Multi-Campus Network Design — Solo

Designed a multi-campus network topology and addressing scheme for a university setting.