When to use deep learning models versus decision-tree-based models

Certain applications benefit from the use of deep neural networks, called deep learning. In those instances, the neural network outperforms ensemble tree models. The following are some use cases for deep learning:

• Machine vision (for example, object recognition)
• Natural language understanding (for example, speech-to-text)
• Large language models (for example, generative AI)

Next, you will learn about the hyperparameters that can be used for XGBoost regression and how to set them.