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Linear Algebra

eigenanalysis Python

June 15, 2025 Ryan Nolan No comments yet

Example from slides 3×3 Example

Linear Algebra

Python Reduced Row Echelon Form

June 6, 2025 Ryan Nolan No comments yet

From REF to RREF

Linear Algebra

Python Augmented Matrix

June 5, 2025 Ryan Nolan No comments yet

Example 1 Example 2 row operations Multiply the first row by 3 add: 2nd row to the first subtract 2nd row from the 3rd

Linear Algebra

Python Multiply Matrices

June 4, 2025 Ryan Nolan No comments yet
Linear Algebra

Inverse Matrix

June 4, 2025 Ryan Nolan No comments yet

2×2 example 3×3 example properties A^-1 * A = A * A^-1 = I (AB)^−1=B^−1A^−1 (A^T)^−1=(A^−1)^T (kA)^−1=(1/k)(​A^−1) (A^−1)^−1=A

Linear Algebra

Python Identity Matrix

June 4, 2025 Ryan Nolan No comments yet

Example 1 Create a 3×3 identity matrix also can use np.eye Example 2 Matrix Multiplication Example 3 Determinant of the Identity Matrix Example 4 Identity Matrix is Its Own Inverse Example 5 Eigenvalues of the Identity Matrix

Linear Algebra

Python Determinant of a Matrix

June 4, 2025 Ryan Nolan No comments yet

2×2 Example 3×3 Example singular matrix identity matrix The determinant of a product of matrices satisfies det(AB)=det(A)⋅det(B) Swapping two rows (or columns) of a matrix multiplies the determinant by − 1 Eigenvalues of A and their product Scale A by a scalar k and compute determinant the shape attribute of a numpy array provides the […]

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