Abstract: Introduction:-Parkinson’s Disease is a widespread degenerative syndrome that affects the nervous system. Its early symptoms include tremor, rigidity, and vocal impairment (dysphonia). This paper proposes performance of Machine Learning Methods in Diagnosing Parkinson’s Disease. Several machine-learning techniques were considered and trained with the same data set to classify healthy and Parkinson’s Disease patients.