◢ AI/ML Engineer ◣

Ryan Kmetz

Data Science & AI Portfolio

// Production-Grade ML Systems & LLM Applications

▸ About Me

I'm a data scientist and AI engineer specializing in building production-grade machine learning systems, forecasting models, and LLM-powered applications. With over 12 years of experience in the environmental and geospatial field, I work at the intersection of climate resilience, geospatial analysis, and artificial intelligence as both a strategic leader and hands-on technical contributor.

I thrive in collaborative, cross-functional environments where science, policy, and engineering meet, and where translating complex technical insights into clear, actionable decisions is critical to success.

ML/AI LLM Apps Forecasting RAG Systems Geospatial Python FastAPI Streamlit GCP Docker LangChain PyTorch

Featured Projects

// Production AI/ML Systems & Applications

🎓

Skillzy – Master the AI Language

Generative AI Language Tutor

An AI-powered language learning assistant that guides users through conversational practice with real-time feedback and adaptive tutoring.

Key Features:

  • LLM orchestration
  • Conversation design
  • Real-time feedback loops

Tech Stack: Python, FastAPI, LLM APIs, GCP Cloud Run

🌾

QuantAgri – Agriculture Analytics

Analytics & Forecasting Platform

Decision-support tool for agricultural stakeholders combining exploratory analytics with predictive modeling for yield, pricing, and risk assessment.

Key Features:

  • Time series forecasting
  • Interactive dashboards
  • Domain-specific feature engineering

Tech Stack: Python, scikit-learn, Plotly, Streamlit, GCP

📐

PlanChat AI – Construction Document Assistant

LLM-Powered Document Search & Chat

AI assistant enabling construction and engineering professionals to search and interact with as-built drawings and technical documentation using natural language.

Key Features:

  • RAG architecture
  • Document parsing
  • Structured query generation

Tech Stack: Python, LangChain, FastAPI, GCP Cloud Run

AnchorFlow – Natural Gas Infrastructure Intelligence

Energy Analytics & Infrastructure Visualization

Platform for monitoring and analyzing natural gas infrastructure, pipeline networks, and flow dynamics across the United States.

Key Features:

  • Infrastructure mapping
  • Flow analysis
  • Capacity forecasting
  • Risk indicators

Tech Stack: Python, Prophet, Plotly, GeoPandas, GCP

🔩

MetalPulse – Smart Metal Forecasting

Demand/Price Forecasting System

Forecasting system for metal industry KPIs featuring model comparison, backtesting, and scenario analysis for demand, pricing, and capacity planning.

Key Features:

  • Multi-model evaluation
  • Backtesting framework
  • Scenario modeling

Tech Stack: Python, scikit-learn, Prophet, Pandas, Plotly

🏢

NYC CRE Distress Pulse

Real Estate Risk Monitoring Dashboard

Dashboard tracking distress signals in NYC commercial real estate, combining public data with predictive risk indicators and geospatial visualization.

Key Features:

  • Multi-source data integration
  • Risk scoring
  • Interactive geospatial maps

Tech Stack: Python, Pandas, GeoPandas, Plotly, Streamlit, GCP

OptiRoute – Campus Accessibility Navigator

Accessible Traversal & Navigation Platform

Sophisticated decision-support tool for campus stakeholders combining exploratory analytics with predictive modeling for accessible traversal, terrain-aware synthesis, and navigational risk assessment.

Key Features:

  • Exploratory analytics with geospatial density analysis
  • Custom AI pathfinding for accessibility
  • Terrain-aware synthesis engine
  • High-contrast ADA-compliant GUI

Tech Stack: Google Gemini AI, OSM Overpass, Heuristic Modeling, GeoPandas, GCP

🌍

EcoGuardian – Environmental Justice Intelligence

Frontline Community Risk Assessment Platform

Environmental justice intelligence platform for US frontline communities combining federal industrial registry data with AI-driven compliance synthesis and public health risk modeling.

Key Features:

  • Real-time EPA Facility Registry integration
  • LLM-powered justice & health impact synthesis
  • Search-grounded enforcement history analysis
  • Interactive community advocacy roadmaps

Tech Stack: React, Gemini 3 Pro, ArcGIS REST API, EPA ECHO, Tailwind CSS

▸ Get In Touch

Interested in collaborating on AI/ML projects, data science consulting, or have questions about my work?
Let's build something together.