Tensor inner product vs Vector space inner product

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How does the definition of inner product presented in this article: https://en.wikipedia.org/wiki/Inner_product_space

relate to the definition presented in this video: https://www.youtube.com/watch?v=fDcfqfWRIi8&t=108s (4:10)

I thought an inner product was a bilinear form on a vector space, but this video implies that this is a special case.

I don't understand.