Navigating the Landscape of Optimization Algorithms: A Comprehensive Guide

This post provides a comprehensive guide to optimization algorithms in machine learning and deep learning, exploring their types, mechanisms, and real-world use cases. It covers topics such as gradient descent, stochastic gradient descent, and mini-batch gradient descent.