This lecture introduces the concept of tensors, starting with a motivating example involving Gaussian distributions. The lecture covers the basics of tensors, including their definition, properties, and decomposition. It explains the tensor product, rank, and how tensors can be represented. The instructor emphasizes the importance of understanding tensors in various mathematical contexts.