
Engr. Usama
AI Agents,GANs, RAG, Computer Vision
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Senior AI/ML Engineer
Zone 2 INC • Fulltime
Mar 2023 - Present • 3 yrs 3 mos
Architected and scaled high-performance production AI systems specializing in computer vision, large language models (LLMs), and scalable machine learning pipelines. Architected and scaled RAG systems and fine-tuned LLMs using PEFT techniques (LoRA/QLoRA), substantially increasing domain-specific reasoning and generation accuracy. Engineered end-to-end deep learning pipelines for image preprocessing, segmentation, and map enhancement to support large-scale computer vision applications. Developed high precision zoning segmentation solutions by integrating Swin Transformers, Segment Anything Model (SAM), and Mean Shift clustering to improve region delineation in geospatial imagery. Designed robust text localization and removal systems using EasyOCR and deep learning-based inpainting for automated map and document data extraction. Built real-time AI systems, including GPT-based conversational tutors and autonomous agents, leveraging WebSockets and FastAPI to achieve sub-300ms low-latency execution.