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Linear algebra

Created on 14th September 2025

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Grade level: Higher Educationth grade

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1. Vector Spaces

A set of vectors that satisfies closure under addition and scalar multiplication.

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2. Linear Independence

Vectors are linearly independent if the only solution to their linear combination is the trivial solution.

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3. Matrix Rank

The rank is the dimension of the vector space spanned by its columns.

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4. Determinants

The determinant is only applicable to square matrices.

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5. Eigenvalues and Eigenvectors

Eigenvalues can be complex numbers, even if the matrix entries are real.

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6. Matrix Operations

Matrix addition is only defined for matrices of the same size.

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7. Systems of Linear Equations

A consistent system of equations has at least one solution.

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8. Projection of Vectors

The projection of vector A onto vector B is calculated using the dot product.

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9. Orthogonal Complements

The orthogonal complement of a set of vectors consists of all vectors that are orthogonal to the set.

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10. Linear Transformations

A linear transformation can be represented by a matrix.

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