Differentiation of the Univariate Functions
Explore the concept of differentiation for univariate functions including derivatives of common functions and key rules. Understand numerical approximation using the central difference formula and implement derivative calculations with SciPy to support machine learning optimization tasks.
We'll cover the following...
Derivatives
A univariate function in mathematics is a function that takes an input variable and produces an output variable. Let’s suppose the position of a car is given by a univariate function
Given a univariate function
If the derivative
Here are the derivatives of some common functions:
Constant function: If
, where is a constant, then . Polynomial function: If
, where is the degree of the polynomial, then ...