I’m Chrysostomos “Makis” Kaniouras, a Machine Learning Engineer based in Athens, Greece. I work at the intersection of research and delivery, building applied AI and computer vision systems for security and civil-protection programs—starting from problem framing, moving through rigorous evaluation, and ending with deployed, measurable solutions. Over the last years, I’ve led end-to-end ML engineering: real-time UAV pipelines for object detection, multi-object tracking and Re-ID on NVIDIA Jetson edge devices; transformer-based modeling and systematic MOT-focused evaluation; and production integration using FastAPI and SQL backends. I also enjoy building reliable MLOps foundations with monitoring and observability, and applying creative approaches like synthetic data prototyping with NVIDIA Omniverse and hybrid recommendation systems for personalized content.…I’m Chrysostomos “Makis” Kaniouras, a Machine Learning Engineer based in Athens, Greece. I work at the intersection of research and delivery, building applied AI and computer vision systems for security and civil-protection programs—starting from problem framing, moving through rigorous evaluation, and ending with deployed, measurable solutions. Over the last years, I’ve led end-to-end ML engineering: real-time UAV pipelines for object detection, multi-object tracking and Re-ID on NVIDIA Jetson edge devices; transformer-based modeling and systematic MOT-focused evaluation; and production integration using FastAPI and SQL backends. I also enjoy building reliable MLOps foundations with monitoring and observability, and applying creative approaches like synthetic data prototyping with NVIDIA Omniverse and hybrid recommendation systems for personalized content.WWWW…