drainagesystem 2026-2-11:18:13:10
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AI Linear Algebra/.obsidian/workspace.json
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AI Linear Algebra/.obsidian/workspace.json
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"file": "Basis.md",
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"title": "Basis"
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"title": "Inner Products"
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"file": "Orthogonal Projections.md",
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"icon": "lucide-file",
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"title": "Orthogonal Projections"
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"Span.md",
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"Pasted image 20260211175349.png",
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"Orthogonal Projections.md",
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"Inner Products.md",
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"Basis.md",
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"Vectors.md",
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"Supremum Norm.md",
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"Normed Spaces.md",
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"Norm.md",
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"Magnitude.md",
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"Null Vector.md",
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"Dimensionality.md",
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"Vector Set.md",
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"Maximally Linearly Independent.md",
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"Maximally Linearly Independent.md",
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"Vector Spaces.md",
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"Generating Set.md",
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"Subspaces.md",
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"Linear Dependency.md",
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3
AI Linear Algebra/Inner Products.md
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3
AI Linear Algebra/Inner Products.md
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The inner product is a operation that takes in two [[Vectors]] and outputs a number
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where the inner product can be defined like this: $⟨𝐱, 𝐲⟩ =∑^𝑛_{𝑖=1}𝑥_𝑖𝑦_𝑖$
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inner products have the unique property that if two vectors are orthogonal from each other that their inner product is 0.
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7
AI Linear Algebra/Orthogonal Projections.md
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7
AI Linear Algebra/Orthogonal Projections.md
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Orthogonal Projections are a type of projection that maps one vector onto another:
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![[Pasted image 20260211175349.png]]
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In this image the result for the projection of $x$ onto $y$ is $x_p$
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in order to derive this we can define $x_p = cy$ where $c$ is a mysterious scalar as $x_p$ is always in the same direction as $Y$ and we can define $x_o = x-x_p = x-cy$ and because $x_p$ is orthogonal we can define it as an Inner Product %%[[Inner Products]]%% like this: $⟨x − 𝑐y, y⟩ = 0$ then to solve for c like this: $$⟨x − 𝑐y, y⟩ = 0
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$$$$⟨x, y⟩-𝑐⟨y, y⟩ = 0$$ $$⟨x, y⟩ = c⟨y, y⟩$$ $$\frac{⟨x, y⟩}{⟨y, y⟩} = 𝑐$$
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so after all that we get $c=\frac{⟨x, y⟩}{⟨y, y⟩}$ from this we can derive $x_p$ by doing this: $$x_p = \frac{⟨x, y⟩}{⟨y, y⟩}y$$
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because $x_p = cy$ and $c=\frac{⟨x, y⟩}{⟨y, y⟩}$.
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AI Linear Algebra/Pasted image 20260211175349.png
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