Blog
#oil-and-gas
LSTM and CNN Models for Crude Oil Trading
Hybrid CNN and LSTM models beat ARIMA, RSI, and MACD on WTI crude: LSTM-CNN reached 17.8% average annual ROI with the best Sharpe ratio we tested.
A Python Pipeline Network Modeling Tool
How I replaced manual Excel-to-simulator data transfer with a Python tree-modeling tool for offshore pipeline design, cutting $49.8M from the investment plan.
How Linear Programming Lifted Oil Production by 15%
A linear programming optimization app for a gas field of nearly 1,000 wells: the LP model, the data pipelines behind it, and the 15.2% production lift.
