A matrix operations library developed by alumath_kheoml group at African Leadership University
Project description
alumath_kheoml
A Python library for matrix operations developed at African Leadership University. This package provides matrix operations and was created as part of a machine learning course.
Installation
You can install the package directly from PyPI:
pip install alumath_kheoml
Usage
Basic Matrix Operations
import numpy as np
from alumath_kheoml import Matrix, matrix_multiply
# Create matrices
A = Matrix(np.array([[1, 2], [3, 4]]))
B = Matrix(np.array([[5, 6], [7, 8]]))
# Matrix multiplication using function
C = matrix_multiply(A.data, B.data)
print(C)
# Matrix multiplication using Matrix class method
D = A.multiply(B)
print(D)
# Matrix multiplication using @ operator
E = A @ B
print(E)
# Transpose
F = A.transpose()
print(F)
Working with Different Matrix Dimensions
import numpy as np
from alumath_kheoml import Matrix
# Create matrices of different dimensions
A = Matrix(np.array([[1, 2, 3], [4, 5, 6]])) # 2x3
B = Matrix(np.array([[7, 8], [9, 10], [11, 12]])) # 3x2
# Multiply them
C = A @ B # Should result in a 2x2 matrix
print(C)
# This will fail due to incompatible dimensions
try:
D = B @ A
except ValueError as e:
print(f"Error: {e}")
Authors
- Group 4 [kheoML] - ALU ML Course
Project details
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