Stochastic Processes Research — Ph.D. Mitchell Scott
Researcher & Mentee | Academic Paper
Atlanta, GAJan. 2026 – Present
Co-authored academic paper on volatility arbitrage: rough fractional Volterra processes (H ≈ 0.07) with MCMC regime detection pricing short-dated equity index straddles with self-exciting Hawkes jump-diffusion; achieved Sharpe ratio of 1.38
Reached 0.87 naive volatility benchmark with 4,096-path simulations in O(N−½) convergence; improved Calmar ratio from 0.23 → 0.57
Raised $22K initial investment for research and cybersecurity hardware to reduce fast-casual restaurant waste and costs
Lead 4-person ML team building reinforcement learning for restocking and client demand forecasting with VLM tech & LiDAR
Closed 20 franchise deals with 4 clients, installing AI computer vision for inference strategy — earning $46K in yearly income
Linker Vision
AI Software Engineer Intern
RemoteJun. – Aug. 2025
Optimized enterprise real-time object detection for NVIDIA Jetson edge devices, reducing latency using TensorRT
Refactored inference engine with Engineering & Research team, decreasing GPU heat for consistent results
Integrated 5,000+ images from AI SaaS cloud simulations for smart city project, increasing model accuracy and context
Algory Capital
Quantitative Analyst
Atlanta, GAAug. 2024 – Dec. 2025
Analyzed risk for $100K portfolio, building long/short LSTM equity and derivative strategies using GARCH & volatility models
Reported mean-variance optimization, efficient frontier analysis, and stress-tested fundamental strategies
Collaborated with 5 devs on code reviews and strategy pitches while receiving 1-on-1 senior analyst mentorship
Current
Blockchain at Emory
Chief Technology Officer · Head of Mining · Website Developer
Atlanta, GAFeb. 2025 – Present
Led 5-dev team to build 24/7 ASIC mining rigs monitoring and MultiSig app deployed on AWS — 900 TH/s on $2K budget with Solana Foundation subsidies, generating $1,500/year for hackathon team flights
Represented the club at ETHDenver, Penn Blockchain, and HackATL; built projects in DeFi and smart contract infrastructure
Academic & Project Roadmap
January 2024 → Present
2026
Q1 · Jan – Present Now
Emory University — Sophomore Spring 2026
Projects & Research
RAMPA — HMM + LightGBM alpha across 3,500+ trading days; PPO agents in 5-phase ML portfolio allocator; rough Bergomi DNN at ms latency
Volterra Research Paper — co-authored with Ph.D. Mitchell Scott; rough fractional Volterra + MCMC + Hawkes jump-diffusion; Sharpe 1.38, Calmar 0.57
Deep Learning for Schwarz-Christoffel Maps — 0.0038 MSE, ELU activation; research paper
Coursework
CS 470: Data MiningCS 326: Analysis of AlgorithmsCS 534: Machine Learning (Grad)CS 377: Database SystemsMATH 362: Mathematical Statistics IIMATH 498R: Directed ReadingMATH 351: Partial Differential EquationsCL 201: The Greeks
Upcoming
Atmosphere Capital — Incoming Derivatives Analyst, New York, Summer 2026