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Enterprise
Power Trading ML Pipeline & Automated Trading Bot
Problem
Ground-up creation of a power price modelling system and automated trading infrastructure — from ML pipelines and optimisation algorithms through to a production trading bot deployed on bare metal.
Solution
Built the full stack: ML pipelines for power price modelling, evolution-based optimisation for trading strategies, and a high-performance C++ trading bot deployed on bare-metal hardware. Supporting infrastructure includes data ingestion pipelines, operational dashboards, and automated monitoring.
Outcome
Fully operational power trading company running with maximum automation. ML models processing live market data, automated trade execution, and real-time performance dashboards, from zero to production.
Tech stack
AWS LambdaStep FunctionsMetabaseC++Python