Is 'deep learning' theory the same notion as 'neural net' learning ?,(reply>), yes,(reply>), Yeah basically. Some people use "deep learning" to mean systems that learn a hierarchy of features with increasing abstraction, but most people just mean neural nets with more than 1 layer.