Deep Learning with JavaScript

Chapter 8. Underfitting, overfitting, and the universal workflow of machine learning

This chapter covers

• Why it is important to visualize the model-training process and what the important things are to look for
• How to visualize and understand underfitting and overfitting
• The primary way of dealing with overfitting: regularization, and how to visualize its effect
• What the universal workflow of machine learning is, what steps it includes, and why it is an important recipe that guides all supervised machine-learning tasks

In the previous chapter, you learned how to use tfjs-vis to visualize data before you start designing and training machine-learning models for it. This chapter will start where that one left off and describe how tfjs-vis can ...