Machine Learning Classification Model Prototype

Build an advanced classification model in Excel using logistic regression with full machine learning workflow capabilities. The spreadsheet should include data preprocessing, feature scaling, training/testing split functionality, model training, prediction capabilities, and performance metrics (accuracy, precision, recall, F1 score). Implement cross-validation techniques, include confusion matrix generation, and create an interactive dashboard that allows users to input new data and receive instant classification predictions.