Embodiments of the present invention provide a system for providing a centralized advanced security provisioning platform to create reliable machine learning models and also to enhance the existing machine learning models. The system is configured for executing instructions in the privacy module to monitor and control data privacy and data usage, executing instructions in the security module to preserve the authenticity of data that is used by the machine learning models to predict an outcome, executing instructions in the equality module to detect and prevent biasing of the machine learning models, executing instructions in the transparency module to provide transparency associated with the decision making process employed by the machine learning models, and executing instructions in the accuracy enhancement module to enhance the accuracy of machine learning models.