After doing some research on my model refrigerator, quickly found that the most likely culprit of this issue is usually the start device and/or run capacitor. Ordered to replace them and got the parts very fast. And it is great that AppliancePartsPros.com has a youtube channel that shows and explains the necessary steps. After replacing the parts, the compressor immediately came back on and everything was back to working order.