Building production-grade ML systems for energy markets and beyond. From LSTM forecasting to graph analytics, delivering measurable results.
Production ML system for energy market trading
Virtual Trading & ML Forecasting System
A production-grade energy trading platform combining real-time data collection, LSTM neural network forecasting, graph network analysis, and automated trading strategies for the MISO wholesale energy market. Processes 59M+ pricing records across 2,546 nodes.
359K parameter model, 70.5% win rate, 7-day price predictions
70x faster data collection via async HTTP/2 and parallel processing
DuckPGQ with 2,546 vertices, 623K edges for constraint propagation
LLM routing with 60-80% cost savings via intelligent provider selection
End-to-end ML engineering capabilities
Real-time price forecasting and market analysis for wholesale energy markets. MISO, SPP, and beyond.
Production-grade ML pipelines with LSTM forecasting, feature engineering, and automated retraining.
Network topology analysis using DuckPGQ. Constraint propagation and correlation clustering.
Async data pipelines with 70x performance gains. HTTP/2 pooling and parallel processing.
Certified MISO market participant since 2008, now combining 17+ years of energy trading experience with modern machine learning engineering.
Originally established as ML Partnership LLC, we have maintained active certification in MISO's wholesale energy markets with a clean regulatory record. Today, we leverage deep market expertise alongside production ML systems to build data-driven trading platforms and analytics solutions.
Performance Gains
Records Processed
Automated Tests
System Uptime
Interested in ML engineering for your project? Let's discuss.