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commit 3bf9866d6417d86f425ed82d8fcbf6684f74ea33
parent c0c5be0f77a34dcbf1195c598254d21af8e07972
Author: Andrew <andrewlaack1@gmail.com>
Date:   Wed,  3 Jul 2024 15:45:14 -0500

Took some linear algebra notes

Diffstat:
AInvertible.md | 8++++++++
MLinearAlgebra.md | 4++++
ALinearIndependence.md | 19+++++++++++++++++++
ASpan.md | 10++++++++++
AUnitVector.md | 8++++++++
5 files changed, 49 insertions(+), 0 deletions(-)

diff --git a/Invertible.md b/Invertible.md @@ -0,0 +1,8 @@ +:lin-alg: +# Invertible (Matrix) + +Reading + +## Notes + +**Definition:** For a matrix A to be invertible there must be another matrix B such that A * B = I where I is the identity matrix. diff --git a/LinearAlgebra.md b/LinearAlgebra.md @@ -15,3 +15,7 @@ The basis of linear algebra is solving systems of equations. [[DistanceCalculation.md]] [[DotProduct.md]] [[VectorMatrixMultipication.md]] +[[Invertible.md]] +[[UnitVector.md]] +[[Span.md]] +[[LinearIndependence.md]] diff --git a/LinearIndependence.md b/LinearIndependence.md @@ -0,0 +1,19 @@ +:lin-alg: +# Linear Independence + +Khan + +## Notes + +**Definition:** Linear independence means that every column in a given matrix gives another degree of freedom. + +Conversely, linear dependent vectors are vectors that are on the same line (or plane) as some other vector (or combination of vectors) thus not giving the matrix another degree of freedom. + +Interesting thing; if you are in less dimensions than the number of vectors it is guaranteed their is linear dependence because you can't go beyond the current dimension. + +Ie. + +[2 7 10] +[3 8 1] + +Given that [2,3] and [7,8] consumes all of R^2, we know there are no degrees of freedom provided by [10,1] despite it not being on either of the lines created by the first two columns. diff --git a/Span.md b/Span.md @@ -0,0 +1,10 @@ +:lin-alg: +# Span + +Khan + +## Notes + +**Definition:** Span is a term that describes the space that can be represented in its entirety from a linear combination. + +This may be all R^2, R^3, or some other space. diff --git a/UnitVector.md b/UnitVector.md @@ -0,0 +1,8 @@ +:lin-alg: +# Unit Vector + +Reading + +## Notes + +**Definition:** A unit vector is any vector with length of 1.