Data center monitoring and management operation including model drift prediction for automated model retraining and deployment

Abstract

A system, method, and computer-readable medium for performing a data center management and monitoring operation. The data center management and monitoring operation includes: receiving operational status analysis (OSA) model data from a plurality of data center models; assigning the OSA model data to a vectorized input space; reducing a dimension of the vectorized input space to a latent space, the latent space providing an OSA model dimension; decoding the latent space to provide a vectorized decoded output space; and, performing a model operational status forecasting operation using the vectorized decoded output space, the model operational status forecasting operation generating model operational status forecasting data.