Math Tools
Pure Python Machine Learning Module: Polynomial Tools Class
A polynomial features class that mimics sklearn’s class, but does NOT use numpy or scipy built for learning and to gain insights
A polynomial features class that mimics sklearn’s class, but does NOT use numpy or scipy built for learning and to gain insights
From linear algebra math to pure python code, without numpy, scipy or sklearn, for linear least squares regression modeling / machine learning.
Two ways to find the determinant of a matrix from math to python code without using numpy or scipy.
This a basic linear algebra toolkit in pure python to help us prepare for work ahead that does not rely on numpy and / or scipy.
Mathematical steps to simple python code that solve a system of equations.
Invert a matrix with pure python (no numpy) for better linear algebra / math understanding and use this as a tool to help understand other mathematics of data science.