Lucra Machina

Built and optimized a cryptocurrency trading bot framework and bots to run on it, my main project for the last 2 - 3 years.

Started with Python multiprocessing, worker-queue model and MongoDB for concurrent data pipeline management, transitioned into a pub-sub model running on AWS.

Executed orders from simultaneously across multiple exchanges with extremely small (> 10 ms) difference in timing.

Created custom online-math module to calculate key statistics and trade triggers very quickly in a single pass.

Trained a reinforcement learning model to choose which strategies should be active and if they need to be re-trained.

Created status and management pages in Vue for monitoring training progress, internal notifications, live trading account balance, and training backtest time periods.

Led multiple separate teams for development on project.

Won two separate pitch competitions for idea, winning $750 and $2000