In the banking sector, people are applying for bank loans but the bank has limited assets which it has to grant to limited people only. Finding out to whom the loan can be granted which will be a safer option for the bank is a typical process. In today’s life, the banking industry still wants a more scrutinized predictive modeling framework. In this paper, we are proposing personal loan prediction with some key attributes and a machine learning algorithm.