One of the most prevalent illnesses affecting women is thyroid disease. Thyroid illness frequently manifests as hypothyroidism. It is obvious that people with hypothyroidism are typically female. Because the majority of people are unaware of that illness, it is quickly developing into a serious illness. It is crucial to catch it early so that doctors can give patients better treatment and prevent it from becoming a severe problem. Machine learning disease prediction is a challenging job. In forecasting diseases, machine learning is crucial. Once more, unique feature selection methods have aided in the process of disease assumption and forecast