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Achievements

Achievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: YOLO

Achievements

Achievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: YOLO

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dbalysma/README.md

Projects

Postgraduate engineering

Project What it is Built with
Violence Detection Camera MSc Robotics & AI research project (2026). Flags violence in live or recorded video with an R(2+1)D-18 model, confirms alerts over time and writes incident reports with a local LLM. 81.5% classifier accuracy on RWF-2000; tested on UCF-Crime and XD-Violence without retraining. Python, PyTorch, OpenCV

Hardware and systems

Project What it is Built with
PC builds and diagnostics A HYTE Y70 ML workstation I built in 2026, verified on the machine, with a desktop freeze traced to memory pressure from the system's own logs and a safeguard enabled. Also read-only Linux diagnostic tools with tests and CI, an anonymised client memory upgrade, and a service workflow from enquiry to handover. Python, Linux, GitHub Actions

Undergraduate engineering

Project What it is Built with
IoT home-security robot BEng Electromechanical Engineering final-year project at Coventry University (2022–23). A Raspberry Pi robot with PIR motion detection, camera capture, email alerts and attempted ultrasonic obstacle avoidance. The original June 2023 code, recovered and documented with its limits and a dated timeline. Python, Raspberry Pi, GPIO

Popular repositories Loading

  1. violence-detection-camera violence-detection-camera Public

    MSc Robotics & AI dissertation: video violence detection with R(2+1)D-18, temporal alert confirmation and local LLM incident reports. RWF-2000: 81.5% classifier accuracy, 70.25% full pipeline; test…

    Python

  2. pc-builds pc-builds Public

    PC builds, upgrades and diagnostics documented with evidence captured on the machine: a HYTE Y70 ML workstation, read-only Linux diagnostic tools, a client case study and a service workflow.

    Python

  3. dbalysma dbalysma Public

  4. iot-security-robot iot-security-robot Public

    BEng final-year project (Coventry, 2022–23): a Raspberry Pi home-security robot with PIR motion detection, camera capture, email alerts and attempted ultrasonic obstacle avoidance. Original June 20…

    Python