Gradient descent Stochastic gradient descent in Machine Learning demystified.

Optimization algorithms play a fundamental role in artificial intelligence (AI) by enabling AI systems to learn and improve their performance. Optimization algorithms in AI refer to a set of mathematical and computational techniques used to find the best possible solution to a problem. They help in fine-tuning the parameters and improving the performance of machine learning models. The goal of optimization is to minimize or maximize a specific objective function, which could be the error or cost function in machine learning…