Abstract: Disclosed herein are techniques for implementing a machine intelligence computer system that can proactively monitor user audiovisual feedbacks as ques for improving the machine learning and predictive data analytical processes. Based on the real-time feedbacks, the introduced proactive machine intelligence system (PMIS) can dynamically revise (e.g., by assigning different weights) and/or filter the gathered input data for machine learning purposes. The PMIS can also dynamically adjust the machine learning algorithms adapted in the predictive models based on user real-time feedbacks.