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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Orthogonal Complements as Subspaces

For Students 9th - 10th
Video introducing the orthogonal complement of a subspace and showing that it is also a subspace. Proves that the null space of a matrix is equivalent to the orthogonal complement of its row space by showing that every member of the null...
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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Dimension of the Null Space or Nullity

For Students 9th - 10th
Video reviews how to find the null space of a matrix using reduced row echelon form. Shows that the vectors of the null space are linearly independent and form a basis for the null space. Extends this to show how the nullspace can be...
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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Determinant as Scaling Factor

For Students 9th - 10th Standards
Video demonstrating that the area of a parallelogram that is the image of a rectangle under a transformation is equivalent to the absolute value of the determinant of the matrix whose column vectors generate the parallelogram. Includes...
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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Unique Row Space Solution to Ax = B

For Students 9th - 10th
A video lesson proving that there is a unique solution in the row space of A to the equation Ax = b, where A is some m x n matrix, b is a vector that is a particular member of the column space of A, and x is a member of Rn. The solution...
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Instructional Video
Khan Academy

Khan Academy: Null Space 3: Relation to Linear Independence

For Students 9th - 10th
Understanding how the null space of a matrix relates to the linear independence of its column vectors. [11:34]
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Handout
Purple Math

Purplemath: Minors and Cofactors: Expanding Along a Row

For Students 9th - 10th Standards
A "minor" is the determinant of the square matrix formed by deleting one row and one column from some larger square matrix. To find the determinant of the matrix A, you have to pick a row or a column of the matrix, find all the cofactors...
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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Null Space 3: Relation to Linear Independence

For Students 9th - 10th
Video reviews what the null space of a matrix is and how to calculate it, then relates it to linear independence. Shows that if the vectors are linearly independent then the null space is the zero vector. Also shows that if the null...
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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Row Space Solution to Ax = B Example

For Students 9th - 10th
An instructional video that gives an example of how to find a solution to the equation Ax = b. In the example, the matrix A is 2 x 2. Shows that when the solution is a member of the row space of A for a given vector b, a member of the...
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Instructional Video
Khan Academy

Khan Academy: Orthogonal Complements: Rowspace Solution to Ax=b Example

For Students 9th - 10th
An instructional video that gives an example of how to find a solution to the equation Ax = b. In the example, the matrix A is 2 x 2. Shows that when the solution is a member of the row space of A for a given vector b, a member of the...
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Instructional Video
Khan Academy

Khan Academy: More Determinant Depth: Determinant as Scaling Factor

For Students 9th - 10th Standards
Video demonstrating that the area of a parallelogram that is the image of a rectangle under a transformation is equivalent to the absolute value of the determinant of the matrix whose column vectors generate the parallelogram.
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Instructional Video
Khan Academy

Khan Academy: Orthogonal Complements: Orthogonal Complements

For Students 9th - 10th
Video introducing the orthogonal complement of a subspace and showing that it is also a subspace. Proves that the null space of a matrix is equivalent to the orthogonal complement of its row space by showing that every member of the null...
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Handout
Other

Stat Soft: Statistics Glossary

For Students 9th - 10th
Dozens of statistical terms are defined and illustrated in this glossary.
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Instructional Video
Khan Academy

Khan Academy: Any Subspace Basis Has Same Number of Elements

For Students 9th - 10th
Video shows proof that any basis of a particular subspace has the same number of elements. Leads up to give the definition of dimension.
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Instructional Video
Khan Academy

Khan Academy: Showing Relation Between Basis Cols and Pivot Cols

For Students 9th - 10th
This video shows that linear independence of pivot columns implies linear independence of the corresponding columns in the original equation.
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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Determining Whether a Transformation Is Onto

For Students 9th - 10th Standards
Video reviews from previous videos that a function is invertible if and only if it is onto and one-to-one. Shows how to determine if a linear transformation is onto by showing that the columns of the transformation matrix span the...
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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Exploring the Solution Set of Ax=b

For Students 9th - 10th
Video first graphs the transformation image of a specific transformation. Then examines the solution set for a couple particular points in the image. Shows that the solution set is a shifted version of the null space. [16:34]
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Instructional Video
Khan Academy

Khan Academy: Determining Whether a Transformation Is Onto

For Students 9th - 10th Standards
Shows how to determine if a linear transformation is onto by showing that the columns of the transformation matrix span the co-domain.
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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Im(t): Image of a Transformation

For Students 9th - 10th
Video first reviews the closure properties of subspaces. Shows that the image of a subspace under a linear transformation is a subspace. Connects the meaning of range to the image of the transformation. Shows that the image of the linear...
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Instructional Video
Khan Academy

Khan Academy: Linear Algebra: Im(t): Image of a Transformation

For Students 9th - 10th
Video first reviews the closure properties of subspaces. Shows that the image of a subspace under a linear transformation is a subspace. Connects the meaning of range to the image of the transformation. Shows that the image of the linear...
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Instructional Video
Khan Academy

Khan Academy: Defining a Plane in R3 With a Point and Normal Vector

For Students 9th - 10th
This video shows the equation for a plane in R3 using a point on the plane and a normal vector.
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Study Guide
University of South Florida

Fcat Express: Semantic Feature Analysis Worksheet [Pdf]

For Students 3rd - 8th Standards
This is a worksheet in a pdf format on Semantic Feature Analysis. The worksheet, or matrix, is divided into boxes in three rows with four columns across.

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Column Matrix