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edge-ai4cv/README.md

Hi, I'm Andy

I build practical systems around computer vision, video analytics, and edge AI, with a strong focus on turning algorithms into reliable, deployable software.

My background is primarily in C++ video and vision systems, including real-time video pipelines, object detection and tracking, and edge inference.

🔭 What I'm working on

I'm currently exploring and building projects around:

  • Video Intelligence — detection, tracking, video understanding, and privacy-aware video processing
  • Edge AI — efficient inference on embedded and edge platforms
  • Vision + VLM — bringing modern vision-language models into practical video applications
  • AI-assisted systems — combining traditional computer vision with LLM/VLM-based reasoning
  • IoT & local intelligence — lightweight sensing and automation systems that work locally

🛠️ Technologies

Core

C++ · Python · OpenCV · GStreamer · DeepStream · Docker · Linux

AI / Vision

Object Detection · Multi-Object Tracking · Video Analytics · Edge Inference · VLM

Currently exploring

Local LLMs · AI Agents · Embedded AI · Nvidia Jetson · RK3588 · Home Automation / IoT

🧭 Engineering interests

I’m particularly interested in projects that sit between research prototypes and real-world systems — small enough to understand, deploy, and maintain, but useful enough to solve an actual problem.

Some recurring themes in my work:

  • real-time video processing
  • privacy and security
  • efficient edge deployment
  • local-first AI
  • practical open-source tooling

🏗️ Open Source

I'm building open-source projects through @Nanexus-AI, with an initial focus on practical tools for computer vision, video intelligence, and edge AI.

I'm interested in contributing practical tools to the open-source community, while also exploring how open technologies can evolve into reliable solutions for real-world and commercial applications.

🤝 Collaboration

I'm open to collaborations involving custom development, system integration, and applied computer vision / edge AI projects.

If you're working on an interesting real-world problem in these areas, feel free to get in touch.

Popular repositories Loading

  1. yolov5-multi-video-inference yolov5-multi-video-inference Public

    A simple YOLOv5 demonstration that inferencing multiple video files or IP cameras concurrently. Detection results are saved to video files.

    C++ 14 1

  2. yolov5-jetson-csi-camera-inference yolov5-jetson-csi-camera-inference Public

    A simple program to demonstrate YOLOv5 video inference with Nvidia Jetson CSI camera as the input source.

    C++ 3 1

  3. edge-ai4cv edge-ai4cv Public

    My GitHub profile