Machine Learning Enhanced Predictive Spreadsheet Analysis

Create a Python-based predictive analysis tool that can ingest Excel datasets and apply machine learning models for advanced forecasting. Implement multiple regression techniques, including linear regression, random forest, and gradient boosting, to generate predictive insights. The script should automatically handle feature selection, cross-validation, and produce both numerical predictions and confidence interval visualizations exported to Excel and interactive dashboard formats.