Machine condition monitoring is the continuous assessment of machinery health to detect faults early; much before the fault results in failure of the machine. This involves techniques like vibration analysis, current signature analysis, acoustic signature analysis and thermal imaging to collect real-time data, and interpreting the data using ML and AI based analytic tools. The benefits of machine condition monitoring include increased reliability and availability of the machine at reduced maintenance costs. Further, this process aids in advance maintenance planning resulting in extending the lifespan of the machine.