Machine learning-based well rate forecast
About the company
One of the leaders of the Russian oil industry. It has oil fields all over Russia. Limited by NDA.
What was done
Forecast of well oil flow rate. We processed and prepared data and built machine learning models.
Technologies
Python, Pandas, NumPy,
Scikit-learn, XGBoost, CatBoost,
Torch, SHAP, Hyperopt,
Matplotlib, Seaborn
Result
Relative error with low data quality decreased by 25% compared to standard methods
Innopolis, 114 Sportivnaya street
Tel: +7 (495) 540-59-65
Email: hello@godigital.rocks
Contacts
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1001, 114, Sportivnaya street,
Innopolis, Tatarstan, Russia
CleanEngine, llc