Calculus

Differential Equations

Definitions

Definition (Order)

The power the differential is raised to.

Definition (Linear)

The dependent variable and its derivatives are all not non-linear. \[\begin{aligned} \underbrace{\frac{d^2 y}{d t}} &\quad \underbrace{\cos(x) \frac{dy}{dx}} &\quad \underbrace{\frac{dy}{dt} \frac{d^3 y}{dt^3}} &\quad \underbrace{y’ = e^y} &\quad \underbrace{y \frac{dy}{dx}} \\ \text{linear} &\quad \text{linear} &\quad \text{non-linear} &\quad \text{non-linear} &\quad \text{non-linear} \end{aligned}\]

Definition (Autonomous)

Independent variable does not appear in the equation.

Definition (Non-autonomous)

Independent variable does appear in the equation.

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Mathematics for Machine Learning

credit for these solutions goes to: https://github.com/ilmoi/MML-Book

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