Adaptive Machine Learning Forecasting Framework

Construct a machine learning-enhanced forecasting model using regression techniques and predictive algorithms implemented entirely within spreadsheet environment. Develop a system that can automatically learn from historical data, generate confidence intervals, and provide adaptive prediction models with built-in error correction mechanisms. Include visual representations of prediction accuracy and potential deviation ranges.