Articles
The reasoning I bring in as a scientist and the decisions I make as an engineer.
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Cat Defense: Real-time edge object detection system
A motion-detection video system with region-of-interest filtering that performs real-time object classification using YOLOv8 model deployment on a self-hosted Linux system (Raspberry Pi). If my cat is detected on the kitchen table, the system activates the siren.
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CNN classifier for spectrograms with 97.2% acc
A custom convolution model built from scratch in PyTorch. It classifies speech sounds by converting phonemes to images (spectrograms) and extracting visual acoustic features. It is effective on non-sequential, ultra-short data that standard recognition models cannot handle.