- Hands-On Mathematics for Deep Learning
- Jay Dawani
- 108字
- 2024-10-30 02:24:29
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:
![](https://epubservercos.yuewen.com/FF11E0/19470372701459106/epubprivate/OEBPS/Images/Chapter_1839.jpg?sign=1739053882-O7K7KZY5KMxg3MGLyW1p4jkaYrWIm3kJ-0-a6ca313af64404746ffaa850f7a62d39)