Machine Learning, Overfitting, Regularization, Artificial Intelligence, Data Science.
describe eight simple approaches to alleviate overfitting by introducing only one change to the data, model, or learning algorithm in each approach. Table of Contents 1. Hold-out 2. Cross-validation 3. Data augmentation 4. Feature selection 5. L1 / L2 regularization 6. Remove layers / number of