In today's fast-paced world, strokes are one of the five most serious health threats in terms of annual deaths and long-term disabilities. Early diagnosis and treatment of the disease plays a vital role in decreasing mortality rate and improving patient’s wellbeing by preventing permanent damage to the brain. Developing computational methods using machine learning and deep learning models helps in accurately predicting chances of stroke and enhancing early detection.