This Github repository contains a Jupyter Notebook that implements the stochastic gradient descent algorithm, a popular optimization algorithm used in machine learning for training various models. The ...

We are interested here in stochastic gradient descent algorithms, which are used to minimize functions with suitable smoothness properties. For a machine learning problem, we are looking for ...

Gradient descent and stochastic gradient descent are some of these mathematical concepts that are being used for optimization. In this article, we are going to discuss stochastic gradient descent and ...

In this article, the problem of distributed optimization with nonconvex objective functions is studied by employing a network of agents. Each agent only has access to a noisy estimate on the gradient ...

We propose a stochastic gradient descent based optimization algorithm to solve the analytic continuation problem in which we extract real frequency spectra from imaginary time Quantum Monte Carlo data ...