Daily Brent Crude oil prices from 1987 to the present, obtained from the EIA (US Energy Info. Administ.) via FRED, were used as the dataset. The last two years were used as test data, and the performance of forecasting models was measured. XGBoosting yielded the best results. The article link containing storytelling about this repository is below.
data-science machine-learning energy deep-learning time-series data-visualization data-extraction feature-engineering data-modeling petroleum lstm-neural-networks random-forest-regressor oil-price time-series-forecasting xgboost-regression crude-oil-price-prediction brent-crude-oil-prices
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Updated
Oct 10, 2025 - Jupyter Notebook