Machine Learning, Statistics, Regression, Ridge Regression, Linear Regression.
because the model got way too comfortable with the training data. So to fix this all we need to do is make the model a little less accurate at making predictions on the training data. That by itself would allow the model to adapt to new testing data. Example of Overfitting (Image 4) In the image