This lecture covers the concept of policy gradient for a single neuron, explaining how to calculate the policy gradient for a simple neuron and expanding it using In rules. The instructor demonstrates the step-by-step process of writing the policy, using the logistic function, and calculating the gradient. Additionally, exercises are provided to reinforce the understanding of the topic.