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Your certificate is now private

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Certificate of Completion

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THIS ACKNOWLEDGES THAT

HAS COMPLETED THE FALL 2023 DATA SCIENCE BOOT CAMP

Irem Altiner

Roman Holowinsky, PhD

DECEMBER 07, 2023

DIRECTOR

DATE

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TEAM

ExecutiveHour

Rouzbeh Modarresi Yazdi, Nicolas Fortier, Souparna Purohit, Irem Altiner

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Day-ahead price forecasting for New York City energy markets using standard time-series features (prices at previous time steps) as well as some exogenous data (natural gas prices in the area, weather-related features, etc). We trained and compared ARIMA, Dense NN, Convolutional NN, LSTMs and XGBoost regressors against a reasonable baseline model. These models could eventually be expanded and used by industrial entities to determine whether current Day-Ahead prices are advantageous compared to expected Real-Time prices 24 hours in the future.

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