Superconductivity is a phenomenon observed in certain materials at extremely low temperatures where electrical resistance drops to zero. This property has transformative implications for various technological applications, such as energy transmission, magnetic resonance imaging (MRI), and high-speed transportation. The critical temperature is the temperature at which a material transitions from a normal to a superconducting state. Predicting this critical temperature is crucial for identifying materials with desirable superconducting properties. Accurate predictions facilitate the discovery of new materials and contribute to the development of more efficient and practical superconductors for real-world applications.