deployment Build Python prototypes with YOLO, OpenCV, PyTorch, and Docker. Create benchmarks, integrations, and production‐ready training and deployment workflows. Deploy solutions across Linux, macOS, Windows, cloud, and edge environments. Diagnose performance, data quality, inference, and hardware acceleration challenges. Use the Ultralytics documentation and YOLO guides to deliver reliable … training, optimizing, evaluating, and deploying machine learning models. Comfortable with Docker, Git, REST APIs, Linux, cloud platforms, and edge workflows. Experience deploying across Linux, macOS, and Windows environments. Proven ability to deliver technical demos, workshops, architecture reviews, and POCs. Strong communication skills with both technical and executive audiences. Independent ...