This academic consulting report was developed for FINLYTS coursework and presents a machine learning-based financial forecasting framework for Bitcoin (BTC-USD). The report demonstrates the complete analytical workflow, including data documentation, data preparation, feature engineering, forecasting model development, model evaluation, explainable artificial intelligence (SHAP analysis), and investment recommendation. This document is prepared for educational and academic purposes only.