This project focuses on leveraging Machine Learning to automate the diagnosis of thyroid conditions. By analyzing clinical data and laboratory results, the system classifies patients into three categories: Hyperthyroid, Hypothyroid, or Negative (Healthy). This tool serves as a decision-support system to help healthcare providers reach accurate diagnoses faster.