
Ali Hamza
@alihamza24
Computer Vision Engineer at Technische Hochschule Nürnberg Georg Simon Ohm, replacing manual inspection with real-time droplet detection.
What I'm looking for
At Technische Hochschule Nürnberg Georg Simon Ohm, I engineered and deployed a YOLOv11 pipeline for detecting liquid refrigerant droplets on 500+ FPS industrial camera streams, replacing manual inspection workflows.
I accelerated inference 3× using TensorRT, ONNX Runtime, and FP16/INT8 quantization. I also combined classical image processing with deep learning to improve detection robustness and accuracy by 30% under variable lighting.
For my Master’s thesis at FAU Pattern Recognition Lab, I benchmarked object detection models on high-resolution aerial imagery and built a patch-tiling pipeline that improved F1-score from 0.69 to 0.79.
I also built a visual search system for historical goldsmith marks using ResNet-50, FAISS, and FastAPI, and implemented a RAW-to-RGB camera ISP pipeline. My experience also includes developing enterprise applications at Regionales Rechenzentrum Erlangen (RRZE).
Experience
Work history, roles, and key accomplishments
Computer Vision Engineer
Technische Hochschule Nürnberg Georg Simon Ohm
May 2025 - Present (1 year 5 months)
Engineered and deployed an end-to-end deep learning pipeline for real-time liquid refrigerant droplet detection on 500+ FPS high-speed camera streams. Accelerated model inference 3x faster via TensorRT, ONNX Runtime, and FP16/INT8 quantization on NVIDIA A100 GPU clusters.
Software Developer
Regionales Rechenzentrum Erlangen (RRZE)
Sep 2023 - Mar 2025 (1 year 6 months)
Developed and maintained enterprise applications within a production codebase, optimizing PostgreSQL database schemas via targeted indexing and integrating Spring Security authentication, REST APIs, and Git workflows.
Education
Degrees, certifications, and relevant coursework
Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU)
Master of Science, Data Science
2022 -
Pursuing a Master of Science in Data Science with a focus on Machine Learning, Computer Vision, and AI. Coursework includes Deep Learning, Computer Vision, Pattern Recognition, and Mathematics for ML.
PMAS Arid Agriculture University
Bachelor of Science, Computer Science
2016 - 2021
Completed a Bachelor of Science in Computer Science with core coursework in Algorithms, Data Structures, Software Engineering, Database Systems, and Mathematics.
Availability
Location
Authorized to work in
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