IMPLEMENTING ARTIFICIAL INTELLIGENCE AGENTS TO PERFORM MACHINE LEARNING TASKS USING PREDICTIVE ANALYTICS TO LEVERAGE ENSEMBLE POLICIES FOR MAXIMIZING LONG-TERM RETURNS

A method for implementing artificial intelligence agents to perform machine learning tasks using predictive analytics to leverage ensemble policies for maximizing long-term returns includes obtaining a set of inputs including a set of ensemble policies and a meta-policy parameter, selecting an action for execution within the system environment using a meta-policy function determined based in part on the set of ensemble policies and the meta-policy function parameter, causing the artificial intelligence agent to execute the selected action within the system environment, and updating the meta-policy function parameter based on the execution of the selected action.