Intelligent Capacity Planning and Forecasting Framework

Create a sophisticated capacity planning platform that uses advanced machine learning techniques to predict and optimize infrastructure resource requirements. Design a solution that can analyze historical usage patterns, generate accurate forecasts, and provide actionable recommendations for scaling and optimization. Include architectural components demonstrating data collection, predictive modeling, and automated planning.