Using a dataset from Kaggle (https://www.kaggle.com/datasets/itssuru/loan-data), after perfoming Exploratory Data Analysis and finding the correlations between the variables, we built a machine learning algorithm for best predicting the approval of loan basing on demographics of the customer. Used two machine learning algorithms for this prediction to choose the best suitable model based on the performance metrics.