There is no issue without use of GridSearchCV in your machine learning model, but it can reduce the overall performance if you don't use appropriate parameters. The scikit-learn library provides a number of parameters for each algorithm. The main goal of using the GridSearchCV method is to select the best parameters for your model to improve its accuracy.