Enhancing AI Agents with Predictive ML Models on Amazon SageMaker AI

Amazon SageMaker AI and Model Context Protocol (MCP) can enhance AI agents by integrating predictive machine learning (ML) models. The solution combines the power of conversational AI with predictive analytics to enable AI agents to make data-driven business decisions. It uses the Strands Agents SDK for rapid development and flexible integration options, including direct endpoint access and MCP, to build intelligent and scalable AI applications. Traditional ML models such as random forests, gradient boosting machines, and linear regression techniques are used for specific predictive tasks like sales forecasting and customer segmentation.