SOURCE•NEURO
Neurotech • Biosensing • Physical AI • Deep-Tech
AI that interprets the physical world through sensor data.Grounded in over a decade of R&D and product development, I architect deep learning and signal processing systems that make sense of complex physical and physiological sensor data.Whether you're building on existing datasets, working with off-the-shelf wearables, or developing frontier hardware where target data doesn't exist yet, I combine first-principles domain knowledge with modern AI to turn raw signals into reliable, field-ready products.
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Services
I work across the product development lifecycle: from early-stage R&D through system prototyping to deployment.R&D Strategy & Technical Architecture: Defining which signals, sensors, and ML approaches will survive real-world deployment — before hardware designs are locked.Custom Model Development: Signal processing pipelines, neural network architectures, and transfer learning systems built concurrently with novel sensor hardware. Specializing in problems where target data is scarce or nonexistent.Technical Advisory: Ongoing scientific and architectural partnership for teams navigating sensing, modeling, or validation decisions as products mature.How engagements begin: A short conversation to understand your goals and what you're building.
About
I build AI systems that decode signals from the brain and body, combining first-principles biophysics with AI/ML to create models that work beyond controlled lab settings.My technical focus is signal processing, neural network architectures, and data quality, grounded in physiology and in the data itself. That includes experiment design and data collection, close collaboration with hardware teams as sensing designs iterate, and working with end users so models are trained on data that reflects real use.I've worked across EEG, EMG, fNIRS, PPG, OPM-MEG, and multimodal systems, from consumer devices to clinical ER environments. My research in deep learning for neural signals is foundational to the field, with thousands of citations.Today, I work independently with teams developing sensors, wearables, and sensing-driven products.
Contact
Questions, project inquiries, or general outreach - feel free to reach out.
Initial consultations are 30 minutes, no charge. a conversation to understand your project and see how I can help.