In modern digital manufacturing, nearly 79.6% of the downtime of a machine tool is caused by its mechanical failures. Predictive maintenance (PdM) is a useful way to minimize the machine downtime and the associated costs. Thus, early fault detection is highly desired to increase the product quality, expedite the progress of unscheduled maintenance, and shorten the machine downtime. It was a device designed for the Industrial machines (Like CNC Machine tools), which monitors and predicts the performance and condition of equipment during normal operation to reduce the likelihood of failures.