AI / ML Researcher | Data Science @ UC Berkeley | RISE Global Winner

• 🔭 Building TacticSquare and FireImpactology into real-world decision tools.
• 🎯 Focus: multi-agent RL, stochastic combat models, graph optimization, remote sensing.
• 🛰 Working with satellite, climate and battlefield data instead of toy datasets.
• 🇺🇦 From Ukraine, working on systems that matter.

• TacticSquare - AI combat simulator for UAV coordination, route planning and attrition forecasts using RL, graph search and Bayesian Monte Carlo; piloted with units in Ukraine and backed by external funding.
• FireImpactology - wildfire analytics pipeline: MODIS/VIIRS/Sentinel-2 + ERA5 + Gaussian plume to map PM2.5/PM10 and health risk.
• UAV Combat Modeling Toolkit - extended Lanchester and Poisson kill-rate models, Markov processes and spatial simulators for modern engagements.
• CoRe-Swarm - multi-agent RL framework for UAV swarms with communication limits, jamming, fuel and mission constraints. Experiments with constrained policies and coordinated strategies.
• ua-aid-scraper - pipelines that collect and normalize Ukraine-related aid, logistics and defense data into clean, analysis-ready datasets and dashboards.
• DEMI - wearable prototype with gas sensors, microcontroller and CV backend that detects TVOC spikes and automatically triggers a deodorizing spray.
• CaserAI - Next.js + TypeScript platform that simulates consulting case interviews with structured feedback and progress tracking.

• RISE Global Winner (Schmidt Futures & Rhodes Trust), 2024
  Top 100 of 50,000+ from 170+ countries with scholarship and project funding.

• Regeneron ISEF Special Award (Mawhiba, King of Saudi Arabia), 2024
  1 of 20 out of 1,200+ finalists for a combat-operations simulator using Monte Carlo and cellular automata.

• Genius Olympiad Gold (Environmental Science), 2024
  "FireImpactology" for wildfire, air quality and health impact modeling.

• INFOMATRIX International Platinum
  Advanced combat simulation with stochastic Lanchester models and RL-aided route planning.

• Venture and deployment
  About 50k USD raised to scale TacticSquare pilots with multiple Ukrainian units and international visibility.

Core domains: RL (DQN, PPO), multi-agent systems, Monte Carlo, stochastic processes, graph algorithms, geospatial and remote sensing (GeoPandas, Rasterio, rioxarray, GDAL), time series, simulation.

• CV: in pinned or by request
• LinkedIn: Volodymyr Borysenko
• Email: volodymyr_borysenko@berkeley.edu