Hi, I'm Sam Layton, an applied mathematician and economist specializing in quantitative research and AI/ML.
I build "gray-box" solutions to upgrade traditional models with new ML research.
- 3+ years of math & data experience: from optimization to machine learning.
- Focused on bridging cutting-edge deep learning research into algorithmic trading and financial modeling.
- Open Source Collaborator: please use any of my presented code for your convenience
- π§ Deep Learning: Explore my neural network implementations , from computer vision to NLP and beyond.
- π Senior Project: Discover my capstone work that combined advanced mathematics with hands-on AI solutions.
Below is a summary of my mathematical training. Click the links below to see relevant projects and further details.
- π Research and Publications: Explore my academic papers , featuring advanced math, AI techniques, and real-world applications.
- π¬ Current Projects: See what I'm developing right now , from experimental ML models to new financial prototypes.
- πΉ Quantitative Finance: Dive into my trading strategies and risk management code , merging traditional approaches with ML insights.
- π Econometrics: Check out my econometric models for predictive analytics and macroeconomic forecasting.
- π Web Development: Check out my front-end and back-end experiments , bridging AI-driven insights with user-friendly designs.
- π₯½ Open Source ASR Glasses: Learn about my assistive device project aimed at real-time speech recognition and accessibility.

