Samia is an Undergraduated Student in Software Engineering at Daffodil International University, Dhaka. She has been selected in Google Summer of Code 2025 to work on the project Integrating DeepForest Object Detection with LLM for Automated Ecological Image Analysis. The goal of this project is to integrate DeepForest’s object detection models with a Large Language Model (LLM) so that ecological images can be queried using natural language.