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This lecture covers the transition from spiking models to rate models in the context of synaptic plasticity and learning, exploring topics such as short-term and long-term plasticity, spike-timing models, and online learning of memories. The instructor discusses the relationship between spiking and rate-based models, including the Triplet STDP model and its relation to experimental findings and the BCM rule.