Neurotransmitters about (8-50) are the mechanism of alterations in synaptic strength and are thus the chemical bases of cognition. This line of research cuts across species and is also blind to the content of learning.
A more holistic approach is seen in research on birdsong (single organism, single system, not easy to generalise).