What is predictive maintenance and how is it used in manufacturing industries? How do predictive analytics and machine learning help detect equipment failures before they occur? What types of data are commonly used in predictive maintenance systems? How does predictive maintenance improve operational efficiency and reduce downtime? What challenges and costs are associated with implementing predictive maintenance solutions?