Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

by Aurélien Géron

If your model is underfitting the training data, adding more training examples will not help. You need to use a more complex model or come up with better features.