Patients in India for liver disease are continuously increasing because of excessive consumption of alcohol, inhale of harmful gases, intake of contaminated food, pickles and drugs. It is expected that by 2025 India may become the World Capital for Liver Diseases. The widespread occurrence of liver infection in India is contributed due to deskbound lifestyle, increased alcohol consumption and smoking. There are about 100 types of liver infections. Therefore, building a model that will help doctors to predict whether a patient is likely to have liver diseases, at an early stage will be a great advantage. Diagnosis of liver disease at a preliminary stage is important for better treatment. We also compare different algorithms for the better accuracy.