Just an introduction to standard hyperparameter optimization algorithms, nothing specific to deep learning. In fact, the methods mentioned are _not_ practical

Just an introduction to standard hyperparameter optimization algorithms, nothing specific to deep learning. In fact, the methods mentioned are _not_ practical for deep learning since fitting the model can take days or weeks, unless you have a "few" GPUs at your disposal.