In this course, you’ll learn theoretical foundations of optimization methods used for training deep machine learning models. Why does gradient descent work? Specifically, what can we guarantee about ...

The human cardiac action potential (AP) is characterized by the long-lasting plateau phase of the action potential, which lasts for a few hundreds of milliseconds. The AP plateau phase is generated by ...

In modern machine learning, optimization algorithms are crucial; they steer the training process by skillfully navigating through complex, high-dimensional loss landscapes. Among these, stochastic ...