> projects
01 / 04
FeaturedComputer VisionEmbedded AINDA
Real-Time Video AI on Qualcomm SoC
// object detection at full framerate on embedded hardware

Architected and shipped the full video AI pipeline for an embedded product — from GStreamer pipeline design through custom model quantization down to on-device inference on the Qualcomm Neural Processing SDK.

C / C++GStreamerQualcomm NPU SDKtfliteOpenCVYocto
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02 / 04
MLDeploymentOpen Source
Doorbell Detector
// end-to-end ML for a real annoyance

Sound-based ML system to detect my doorbell - covering the full lifecycle: data collection & management, model training, and self-hosted deployment. A progressing project, not a notebook demo.

PythonAudio MLData MgmtDeployment
03 / 04
MLOpsADASNDA
ADAS ML Pipeline @ CARIAD
// production ML for autonomous driving data

End-to-end automated training and evaluation pipeline for a driver-assistance function. Includes a custom time-series data management framework for car trip data, integrated with Azure ML and internal MLOps tooling.

Azure MLPythonPostgreSQLTerraformMLFlow
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04 / 04
DSPOpen Source
pyMUSIC
// signal subspace methods made accessible

Clean Python implementation of the MUSIC algorithm (MUltiple SIgnal Classification) for direction-of-arrival estimation. Shows the algorithmic depth beneath the CV/ML work — rooted in classical signal processing theory.

PythonNumPyArray Signal Processing