Python Reduced Row Echelon Form
import numpy as np from sympy import Matrix
# Example 1 A = np.array([ [2, 4, 3], [1, 2, 3], [4, 8, 10] ])
sympy_matrix_pre_rref = Matrix(A)
matrix_post_rref = sympy_matrix_pre_rref.rref()
rref_matrix = matrix_post_rref[0]
numpy_rref_matrix = np.array(rref_matrix, dtype=float)
print(rref_matrix)

From REF to RREF
# Example 1 A1 = np.array([ [1, 2, 3], [0, 1, 4], [0, 0, 1] ])
sympy_matrix_pre_rref = Matrix(A1)
matrix_post_rref = sympy_matrix_pre_rref.rref()
rref_matrix = matrix_post_rref[0]
numpy_rref_matrix = np.array(rref_matrix, dtype=float)
print(rref_matrix)

Ryan is a Data Scientist at a fintech company, where he focuses on fraud prevention in underwriting and risk. Before that, he worked as a Data Analyst at a tax software company. He holds a degree in Electrical Engineering from UCF.