- Hands-On Mathematics for Deep Learning
- Jay Dawani
- 108字
- 2021-06-18 18:55:11
Subspaces
Subspaces are another very important concept that state that we can have one or many vector spaces inside another vector space. Let's suppose V is a vector space, and we have a subspace . Then, S can only be a subspace if it follows the three rules, stated as follows:
and
, which implies that S is closed under addition
and
so that
, which implies that S is closed under scalar multiplication
If , then their sum is
, where the result is also a subspace of V.
The dimension of the sum is as follows:

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