Artificial intelligence (AI) represents a programming approach and methodology that has evolved and is still evolving for effective maintenance management through its use in condition monitoring (CM). The most prevalent application of AI has been fault diagnosis and trouble shooting in maintenance of industrial machinery. AI tools are used in maintenance of all types of industrial machinery. Due to the success of AI in CM, this book compiles all AI tools used in CMg to structure them in a reference handbook.