Extension and Application of Gradient Descent Based Algorithms

2.4. Extension and Application of Gradient Descent Based Algorithms#

In this section, we present several examples to extend the concepts introduced so far. The section is divided into two parts. The first part highlights practical extensions of the gradient descent algorithm, by introducing a wider class of algorithm called first-order algorithms. The second part provides a more detailed case study demonstrating how gradient descent can be applied in practice.

2.4.1. First-Order Algorithms Beyond Gradient Descent#

2.4.2. Example: Logistic Regression#