数学

数学

Lagrange Multipliers Explained: Optimization with Equality Constraints

Introduction Mathematical optimization is the minimization (or maximization) of a function under given constraint condit...
数学

The Distance Between A Point And A Hyperplane

Derive the distance between a point and a hyperplane, which is the general form of the distance between a point and a line.
数学

Vector Differentiation Formulas: Complete Derivation

IntroductionWhen studying machine learning theory, you often encounter operations that differentiate a scalar with respe...
数学

The Binomial and Multinomial Theorems: Proofs and Examples

IntroductionThe Binomial Theorem is a highly versatile theorem that appears in various contexts. In this article, we wil...
数学

The mechanism of Helmholtz resonance and a simple proof of the resonance frequency theory

IntroductionWhen you blow air across the mouth of an empty bottle, you hear a "booo" sound. This phenomenon is called He...
数学

Taylor Expansion of Two-Variable and Multivariable Functions: Theory and Simple Proof

IntroductionIn a previous article, we discussed the Taylor expansion of a single-variable function $f(x)$.So, how can we...
数学

Maclaurin Series Examples: Expanding exp, sin, cos and Deriving Euler’s Formula

IntroductionLast time, I wrote an article about Taylor series expansion.To recall the Taylor series expansion:Taylor Ser...
数学

Understanding Taylor Expansion Theory: Why Can Functions Be Expressed as Polynomials?

IntroductionI believe the beauty of Taylor expansion lies in the fact that functions can be expressed as polynomials.Whe...