Repository with the submissions for the 'Fundamentals of Optimization' course, where techniques such as gradient descent and its variants are implemented. These include gradient descent with a fixed step size (alpha), Nesterov GD with a fixed step, GD with a decreasing step size, GD with diagonal scaling and fixed step size.