Gedion Teklemariam

About Gedion Teklemariam

Senior AI/ML Engineer and Technical Lead with 11 years of experience across AI…

Experience

1. Senior Ai Engineer, Lead

   Booz Allen Hamilton

   Dec 2023 — Present

   Design and build GIS pipelines to preprocess and tile various satellite & SAR imageries for AI model training and inferencing jobs. • Developed a spatial inference pipeline using SAHI for dynamic slicing and object detection on large satellite images. • Design and build automated image conversion tools for SAR, RGB, and multispectral imagery, supporting dynamic resolution adjustment, band selection, and multi-format intake (JPEG, PNG, GeoTIFF, NITF). • Build an automated pipelines to query OpenStreetMap (OSM) and generate COCO-formatted labels and masks to support deep learning training and inference accuracy. • Develop a Leaflet & Flask-based application for spatial labeling and visualization of model inference outputs. • Produced solution to generate GIS assets from Point Clouds and GIS algorithms to filter, categorize, and cluster spatially similar regions for operations suitability analysis. • Build optimized PointCloud processing pipelines (ETL pipelines) to effectively down-sample and batch-process large point cloud datasets (Big Data) into a Neo4j graph database. • Built experimental solutions using OpenLLM and LangChain to evaluate generative AI approaches for constructing prompts and generating System Security Plan (SSP) documents, adapting use of templates for multiple SSP formats.

Education

• George Mason University

  Master's degree

• George Mason University

  Bachelor of Science (B.S.)