This lecture covers Hebbian learning, reinforcement learning, types of learning (unsupervised and reinforcement), simple firing rate neuron model, rate-based Hebbian learning, Hebb's learning rule, weight homeostasis, Hebbian Learning rate model, and Oja's rule.