Lars Palombi
Full-Time Software Developer at Sinelec USA
- Role
- Software Developer at Sinelec
- Location
- New York, NY, US
- LinkedIn followers
- 500 followers
About Lars Palombi
As all technology developers know, the nature of software is change. As a recent graduate…
Experience
Software Developer
May 2024 — Present · Kingston, NY, US
Trained and deployed a YOLOv11 PyTorch model with OpenCV and GStreamer to track vehicles in real time, reducing reliance on $15k laser-based detection hardware.• Integrated PyTorch YOLOv11 with OpenCV and GStreamer in a multithreaded Python application to track vehicles in real time and convert pixel detections into road coordinates, eliminating hardware-based size estimation.• Developed Golang-based UDP trigger system with MySQL stored procedures, reducing storage costs by capturing images only when vehicles are detected by the machine learning algorithm.• Optimized ML algorithms for Intel CPUs using OpenVino, eliminating GPU dependency and reducing hardware costs.• Implemented Zabbix monitoring and email alerts for servers and IP cameras, increasing system reliability.• Designed REST APIs to access vehicle data, enabling integration with front-end applications.• Built multi-lane traffic simulator streaming data via 16 WebSockets, accelerating front-end testing in the absense of realroad data.• Converted scripts into Linux system services with auto-restart and log rotation for the production environment• Authored technical documentation and Visio diagrams for future developers
Education
SUNY New Paltz
Bachelor of Science - BS, Computer Science
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