Machine learning is an application of artificial intelligence that make the computer to learn by themselves without being explicitly programmed. There are different classification techniques. like supervised and unsupervised classification. The image classification approach in machine learning is explained based on flow chart. Different classification approaches like support vector machine, artificial neural network ,decision tree, fuzzy measure are explained. Their advantages and disadvantages are also described