Definition of curl

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Curl(F)=$\nabla\times F$

I am finding it difficult to understand why cross product gives Curl. Is this like torque equation $\tau=R\times F$? What is the direction of $\vec{\nabla}$?

In case of a scalar field $F=F(x,y)$, $\nabla F$ gives a vector in the $x-y$ plane which points along the direction of maximum increase of $F$.

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This is just a symbolic notation. You can always think of $\nabla$ as the "vector" $$\nabla = \left( \frac{\partial}{\partial x} , \frac{\partial}{\partial y}, \frac{\partial}{\partial z}\right).$$

Well this is not a vector, but this notation helps you remember the formula. For example, the gradient of a function $f$ is a vector $$\left( \frac{\partial f}{\partial x} , \frac{\partial f}{\partial y}, \frac{\partial f}{\partial z}\right),$$ which you get think of it as $$\nabla f = \left( \frac{\partial}{\partial x} , \frac{\partial}{\partial y}, \frac{\partial}{\partial z}\right) f$$ (Like multiplying $f$ to the vector $\nabla$). The divergence of $F = (A, B, C)$ is given by $$ \text{div} F = \frac{\partial A}{\partial x} + \frac{\partial B}{\partial y} + \frac{\partial C}{\partial z},$$ which can also be written as $$ \nabla \cdot F = \left( \frac{\partial}{\partial x} , \frac{\partial}{\partial y}, \frac{\partial}{\partial z}\right) \cdot (A, B, C).$$

On the other hand, the Curl can also be given by $$\begin{split} \nabla \times F &= \left|\begin{matrix} i & j & k \\ \frac{\partial}{\partial x} & \frac{\partial}{\partial y} & \frac{\partial}{\partial z} \\ A & B& C \end{matrix} \right|\\ & = \left|\begin{matrix} \frac{\partial}{\partial y} & \frac{\partial}{\partial z} \\ B& C \end{matrix}\right| i - \left|\begin{matrix} \frac{\partial}{\partial x} & \frac{\partial}{\partial z} \\ A& C \end{matrix}\right| j + \left|\begin{matrix} \frac{\partial}{\partial x} & \frac{\partial}{\partial y} \\ A& B \end{matrix}\right| k \\ &=\left( \frac{\partial C}{\partial y} - \frac{\partial B}{\partial z}\right) i -\left( \frac{\partial C}{\partial x} - \frac{\partial A}{\partial z}\right) j + \left( \frac{\partial B}{\partial x} - \frac{\partial A}{\partial y}\right) k \end{split}$$

In my opinion, this just give you a way to remember the formulas.