--- cards-deck: default_obsidian date: [[2022-04-27]] tags: #linear_algebra --- #math/linear_algebra # Dot Product multiply each number in a vector by the one in the corresponding index in the other. then add it all up. ## Length of vector #card dot product with itself, square root. it's the pythagorean theorem. $$||v||=\sqrt{v\cdot v}$$ ^1651362768047 ## unit vector #card $$||cv|| = |c|\ ||v||$$ vector divided by its length, you get a vector of length 1 ^1651363913154 ## Distance: #card $$dist(u,w)=||u-w||$$ you are basically subtracting the vectors, and doing pythagorean to get the length of that resulting vector ^1651363193147 ## **cauchy-schwartz** #card $$|u\cdot w|\leq ||u||\ ||w||$$ basically, the dot product is always smaller than the two lengths multiplied ^1651363193158 ## **triangle inequality** #card $$||u+w||=||u||+||w||$$ the length of the added vectors is always smaller than the added lengths of the vectors. ^1651363193169 ## **angles?** %% #card %% $$cos\theta = \frac{uv}{||u||\ ||v||}=\frac{u}{||u||}\cdot \frac{v}{||v||}$$ ^1651363426724