Walter Lewin's first lecture (at 22:16) analyzes the time $t$ for an apple to fall to the ground, using dimensional analysis. His reasoning goes like this:
It's natural to suppose that height of the apple to the ground ($h$), mass of the apple ($m$), and the acceleration due to gravity ($g$) may impact (pardon the pun) the time it takes for the apple to reach the ground. Then $$t \propto h^\alpha m^\beta g^\gamma.$$ On both sides, the units must be equivalent, so $$[T] = [L]^\alpha [M]^\beta \left[\frac{L}{T^2}\right]^\gamma = [L]^{\alpha + \gamma} [M]^\beta [T]^{-2\gamma}.$$ Therefore, $$1 = -2\gamma, \quad \alpha + \gamma = 0, \quad \beta = 0.$$ Solving, we have $$\gamma = -\frac{1}{2}, \quad \alpha = \frac{1}{2}, \quad \beta = 0.$$ Then we conclude $t = k\sqrt{\frac{h}{g}}$, where $k$ is some unit-less constant.
Lewin concludes that the apple falls independently of its mass, as proved in his thought experiment and verified in real-life. But I don't agree with his reasoning.
Lewin made the assumption that $k$ is unit-less. Why could he come to this conclusion? After all, some constants have units, like the gravitational constant ($G$).
Why isn't the following reasoning correct? The constant ($k$) has the unit $[M]^{-z}$; therefore, to match both sides of the equation, $\beta = z$. So indeed, the mass of the apple does impact its fall time.