drainagesystem 2026-4-20:19:7:15
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AI Linear Algebra/.obsidian/graph.json
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AI Linear Algebra/.obsidian/graph.json
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3
AI Linear Algebra/Bi-linearity.md
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AI Linear Algebra/Bi-linearity.md
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A property of 2D functions that says both axes are linear no matter what.
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%%related to [[Vectors]]%%
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AI Linear Algebra/Bijective Transformations.md
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AI Linear Algebra/Bijective Transformations.md
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Bijective transformations are both [[Surjective Transformations|Surjective]] and [[Injective Transformations|Injective]].
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AI Linear Algebra/Cosine Similarity.md
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AI Linear Algebra/Cosine Similarity.md
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The cosine similarity is a way to measure the similarity of [[Vectors]]. It is defined as: $$cos(𝐱,𝐲)=\Biggl \langle\frac{𝐱}{‖𝐱‖},\frac{𝐲}{‖𝐲‖} \Biggr \rangle$$
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A process that takes a [[Linear Dependency|Linearly Independent]] [[Basis]] and creates an [[Orthogonality|Orthogonal]] [[Basis]] that produces the same [[Vector Spaces|Vector Space]] as the original [[Basis]].
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AI Linear Algebra/Injective Transformations.md
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AI Linear Algebra/Injective Transformations.md
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Injective [[Transformation|Transformations]] are a type of transformation that distinctly maps between [[Vector Spaces]].
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AI Linear Algebra/Inner Product Spaces.md
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AI Linear Algebra/Inner Product Spaces.md
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Inner Product Spaces are [[Vector Spaces]] that have an [[Inner Products|Inner Product]]
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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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(This process is also know as a dot product)
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AI Linear Algebra/Linear Transformation.md
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AI Linear Algebra/Linear Transformation.md
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A [[Transformation]] is linear if the transformation can be expressed like this: $𝑓(𝑎𝐱 + 𝑏𝐲) = 𝑎𝑓 (𝐱) + 𝑏𝑓 (𝐲)$
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AI Linear Algebra/Matrices.md
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AI Linear Algebra/Matrices.md
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Matrices are a multidimensional array of numbers that can be operated on.
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AI Linear Algebra/Matrix Multiplication.md
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AI Linear Algebra/Matrix Multiplication.md
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Matrix multiplication is an operation on two [[Matrices]] where each row of the first matrix is scaled and summed up by the second.
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![[Pasted image 20260420174553.png]]
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AI Linear Algebra/Orthogonality.md
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AI Linear Algebra/Orthogonality.md
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A property of a [[Basis]] that says all elements are orthogonal.
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AI Linear Algebra/Pasted image 20260420174553.png
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AI Linear Algebra/Surjective Transformations.md
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AI Linear Algebra/Surjective Transformations.md
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Surjective [[Transformation|Transformations]] are transformations that map one [[Vector Spaces|Vector Space]] onto another but are lossy and can include repeats.
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AI Linear Algebra/Transformation.md
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AI Linear Algebra/Transformation.md
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An operation on [[Vectors]] or [[Matrices]]
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Vectors are a finite list of values
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They can also be contained in [[Vector Set]]
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(Can also be thought of as a 1 dimensional [[Matrices|Matrix]])
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