Rolling element bearings (REBs) are vital parts of rotating machinery across various industries. For preventing breakdowns and damages during operation, it is crucial to establish appropriate techniques for condition monitoring fault diagnostics these bearings. The development machine learning (ML) brings a new way diagnosing the rolling In current work, ML models, namely, Support Vector Machin...