We are given the function \( f(x) = \frac{e^x - e^{-x}}{2} \), which is the definition of the hyperbolic sine function, \( \sinh(x) \), i.e., \[ f(x) = \sinh(x). \] The \( k^{\text{th}} \) derivative of \( f(x) = \sinh(x) \) is: \[ f^{(k)}(x) = \frac{d^k}{dx^k} \sinh(x). \] We know that the derivatives of \( \sinh(x) \) follow a periodic pattern:
\( f'(x) = \cosh(x) \)
\( f''(x) = \sinh(x) \)
\( f^{(3)}(x) = \cosh(x) \)
\( f^{(4)}(x) = \sinh(x) \), and so on. This pattern alternates between \( \sinh(x) \) and \( \cosh(x) \) for successive derivatives.
Specifically:
For even derivatives, \( f^{(2n)}(x) = \sinh(x) \)
For odd derivatives, \( f^{(2n+1)}(x) = \cosh(x) \)
Since \( f^{(10)}(x) \) is an even derivative, it will be equal to \( \sinh(x) \). Evaluating this at \( x = 0 \): \[ f^{(10)}(0) = \sinh(0) = 0. \] Thus, the value of \( f^{(10)}(0) \) is 0.
Let \( f: \mathbb{R} \to \mathbb{R} \) \(\text{ be any function defined as }\) \[ f(x) = \begin{cases} x^\alpha \sin \left( \frac{1}{x^\beta} \right) & \text{for } x \neq 0, \\ 0 & \text{for } x = 0, \end{cases} \] where \( \alpha, \beta \in \mathbb{R} \). Which of the following is true? \( \mathbb{R} \) denotes the set of all real numbers.
Consider designing a linear binary classifier \( f(x) = \text{sign}(w^T x + b), x \in \mathbb{R}^2 \) on the following training data: 
Class-2: \( \left\{ \left( \begin{array}{c} 0 \\ 0 \end{array} \right) \right\} \)
Hard-margin support vector machine (SVM) formulation is solved to obtain \( w \) and \( b \). Which of the following options is/are correct?
In the given figure, the numbers associated with the rectangle, triangle, and ellipse are 1, 2, and 3, respectively. Which one among the given options is the most appropriate combination of \( P \), \( Q \), and \( R \)?

A regular dodecagon (12-sided regular polygon) is inscribed in a circle of radius \( r \) cm as shown in the figure. The side of the dodecagon is \( d \) cm. All the triangles (numbered 1 to 12 in the figure) are used to form squares of side \( r \) cm, and each numbered triangle is used only once to form a square. The number of squares that can be formed and the number of triangles required to form each square, respectively, are:
