Academic Projects
Here are some of the projects I have worked on in the past. Each project reflects my commitment to learning.
Climate-Driven Forest Degradation Modeling
Developed and validated machine learning models to project future forest degradation in Ontario using long-term satellite imagery and climate data.
High-Resolution Land-Cover Mapping
Created sub-10m accuracy land-cover classification maps from multispectral and UAV data for ecosystem monitoring and environmental management.
Educational Resource Development for GIS & Remote Sensing
Authored and updated laboratory manuals and tutorials to support university-level teaching in GIS, remote sensing, and statistics.
FAO GIS Project – Bangladesh
Led the implementation of a GIS-based mountain development project, including land-use change mapping and capacity building for local communities.
Other Projects
Here are some of the projects that are not purely academic.
Quality Assurance in Manufacturing
Implemented ISO 9001/14001-compliant quality audits, data reporting systems, and IT support for manufacturing firms in Ontario, improving first-call resolution rates and organizational compliance.
FAO Mountain Development GIS Project
Led a GIS and remote sensing initiative funded by the Food and Agriculture Organization to map land-use changes and train local communities in Bangladesh.
Statistical Analysis for Forest Inventories
Managed national forest-inventory surveys and statistical analyses at the Bangladesh Forest Research Institute, supporting sustainable resource management.
Business Management: Hydra Leatherland Inc.
Owned and operated a small manufacturing/retail business in Toronto, overseeing operations, finance, and supply chain management.