Lumentis — Vancouver, BC

Hidden Structures,
Waiting to Be Found.
Bring Them to Light.

We use cutting-edge algorithms stemming from machine learning, network analysis, and high-dimensional geometry to uncover insights in complex data. Our applications include biomedical, industrial, and financial data, with a particular emphasis on time series.

Our Vision

EEG Biomarkers
for Clinical Practice

Neuropsychiatric disorders remain largely diagnosed through subjective assessment. Our long-term mission is to change that.

By bringing rigorous neural activity analysis into everyday clinical workflows, Lumentis aims to give clinicians the objective biomarkers they need for more confident diagnosis and more personalised treatment selection.

We believe that the mathematics underlying complex systems — topology, geometry, network theory — holds the key to decoding the brain.

When something feels wrong in your body, a blood panel gives your doctor a set of numbers, measured against known physiological ranges. From that list alone, they can order further testing or arrive at a diagnosis and treatment plan. We want to build the equivalent for the brain: reproducible, robust, and interpretable numerical biomarkers of neural activity that a neuropsychiatrist can read the same way — to guide, not guess.

Calabi-Yau manifold — mathematical structure underlying complex geometry
Flagship Product

LumentisCBT

Bridging the gap between neural data and clinical practice. Wearable EEG biomarkers meet AI-driven insight — empowering CBT therapists to treat ADHD, anxiety, burnout, and insomnia with scientific precision.

EEG Biomarkers

Wearable EEG devices track neural activity between sessions. LumentisCBT transforms the raw signals into "neural features" — reproducible, robust, interpretable features that help understand the neurobiology of the patient.

Intelligent Pattern Recognition

Our system matches cognitive data with clinical & patient notes to identify stuck patterns, as well as the effect that treatment has.

Therapist Dashboard

Objective progress monitoring delivered in a therapist-facing interface. Validate clinical hypotheses, track inter-session change, and strengthen the therapeutic alliance with data — not guesswork.

What We Do Today

Data Science Consulting

Full Stack ML Engineer. We navigate complexity so you don't have to. Specialised expertise at the intersection of advanced mathematics, machine learning, and computer science, with a particular emphasis on anomaly detection. See More

ML & AI Solutions

Custom algorithm and machine learning pipeline design for complex, high-dimensional, and large-scale datasets where off-the-shelf tools fall short. Topological Data Analysis a speciality.

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Biomedical Data Analysis

End-to-end analysis of medical and wearable sensor data — from signal processing and anomaly detection to statistical inference and clinical reporting, with a focus on remote patient monitoring.

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Industrial Quality Control

Integration of statistical process control and machine learning into manufacturing workflows to proactively detect, predict, and prevent defects before they reach production.

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Model Rescue

Comprehensive audit, optimisation, and repair of underperforming ML systems — whether generating excessive cloud costs, failing in production, or missing latency targets.

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R&D Partnerships

Embedded data science for university research labs in neuroscience, environmental science, and other domains where data complexity demands rigorous mathematical methods.

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Business Insights

Data-driven decision support — churn prediction, dynamic pricing models, and executive dashboards that translate raw data into actionable business intelligence.

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Exploratory Data Analysis

A structured, cost-effective entry point: data cleaning, KPI definition, and robust statistical testing to surface the insights your data already contains.

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Express Website Creation

Looking for a simple, few-page website with catchy graphics, low cost, and fast turnaround? We ship your site in just 10 business days across three calls. Find out if your project is eligible.

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Intelligent Sports Coaching Tools

Already built a professional app for sports coaches? Take it to the next level with powerful analytics on performance and athletes' movements.

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The Founder

Andrea Marino

CEO & Founder of Lumentis. Mathematician turned neurotechnology entrepreneur — from gold medals at the Italian Mathematical Olympiad to postdoctoral research at the University of Victoria, with a decade of applied data science along the way.

Mathematical knots — a symbol of interconnected complexity

Education

BSc Mathematics

Scuola Normale Superiore, Pisa

Elite Italian institution, full scholarship competition.

MSc Mathematics

UPMC Sorbonne Université, Paris

Advanced geometry and analysis, Paris mathematics tradition.

PhD Mathematics

University of Rome Tor Vergata

Doctoral research in pure and applied mathematics.

Postdoctoral Fellow

University of Victoria

Neuroscience data analysis and applied topology research.

MRC — i2I / Beedie SFU

Master in Research Commercialization

Entrepreneurship and technology transfer, Simon Fraser University.

Awards

🥇 Gold — Math Olympiad 🥇 Gold — Math Olympiad 🥈 Silver — Math Olympiad 🥉 Bronze — Math Olympiad 🥈 Silver — Informatics Olympiad

Experience

Education & Teaching

  • Sessional Teacher, University of Victoria
  • Content Creator, Brilliant.org
  • Math Olympiad Camp Organizer
  • Python Teacher, Generation.org Bootcamps
  • Private Lessons & University Admission Coach

Consulting

  • Biomedical Data Consulting — Remote Patient Monitoring, Orangee
  • Tech Consulting — Cooperativa Sophia
  • Brain Data Analyst Collaboration — ISS (Italian National Institute of Health)
Braid diagrams — a symbol of interwoven mathematical structure

Skills

Machine Learning & AI

Python (Pandas, scikit-learn, PyTorch, TensorFlow, NumPy) Deep Neural Networks & Classical ML Model Optimization (Numba, Vectorization, ONNX, vLLM)

Engineering & Infrastructure

HPC & Parallel Computing (Slurm) Linux & Git APIs (FastAPI, Docker) Databases (BigQuery, SQL)

Tools & Automation

Google Sheets Tableau / MATLAB / Octave AI Coding Agents (Claude Code, n8n) Web Development
Get in Touch

Let's Work Together

Whether you need a data science partner, want to invest in LumentisCBT, or simply want to learn more — we'd love to hear from you.

Office

329 Howe St, Unit 272
Vancouver BC V6C 3N2
Canada

Founder

Andrea Marino
CEO & Founder