Today, with the massive increase in computer performance, many algorithms ... power of deep learning systems trained with large data sets is not that if can figure out a global optimization.

Deep learning is a form of machine learning ... Two things control the application of corrections: the optimization algorithm, and the learning rate variable, which usually needs to be small ...

Learn how the Adadelta optimization algorithm really works by coding it from the ground up in Python. Perfect for ML enthusiasts who want to go beyond the black box!

Fundamental machine learning algorithms ... scratch - fundamental optimization algorithms for popular machine learning / deep learning models including ...