This lecture covers high-level recognition tasks in sensory representations, the transformations in processing levels, Hebbian learning as the fundamental principle, Oja's rule, self-amplification, competition among synapses, cooperation among neurons, and redundant information. It also discusses Kohonen maps and their ability to explain the development of orientation/ocular dominance columns.