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Summary: Time series are used to model a variety of financial phenomena. The cryptocurrency forecasting problem is the focus of this thesis, which investigates time series forecasting challenges in finance. However, earlier research has neglected to consider the importance of sentiment and public opinion in today's market. The Commodity Ch