The decentralized nature of Bitcoin has spurred a increasing interest in mining techniques. Big data analytics is emerging as a effective tool for Bitcoin miners to optimize their operations. By processing vast amounts of market data, miners can identify profitable mining strategies. This demands models that can forecast Bitcoin price fluctuations,