Statement: Given a Hilbert space $\mathscr{H}$ and $\mathscr{K}$ and a bounded operator $A \in \mathscr{B}(\mathscr{H}, \mathscr{K})$. Show that $A$ is invertible if and only if $A$ is bounded below and has dense range:
Attempted proof:
$\Rightarrow$ Since we are invertible then the range of $A$ will be equal to the $\mathscr{K}$. Furthermore, if $A$ is invertitble then $A^{-1}A = \mathbb{I}$ hence $\forall h \in \mathscr{H}\, , \|h\|=\|A^{-1}Ah\| \leq \|A^{-1}\|\|A(h)\| \rightarrow \frac{\|h\|}{\|A^{-1}\|}\leq \|A(h)\|$ so we are bounded below.
$\Leftarrow$ (this is the dirrection I get stuck in) We now assume that $A$ is bounded below and has dense range then the opeartor is invertible. Since we are bounded below then we are injective. To see this we assume by contradiction, then $\exists h\in \mathscr{H}, \, s.t. \, h \neq 0 \rightarrow A(h) = 0$, and since we are bounded below then $ \exists \delta >0 \, s.t \, \delta\|h\| \leq \|A(h)\| = 0$ so we arrive at a contradiction since the L.H.S > 0 but the R.H.S = 0.
now all that remains to be shown is surjectivity. Let $\{h_n\}_{1}^{\infty}$ be a Cauchy sequence, since we are bounded from below then $\delta\|h_n-h_m\| \leq \|A(h_n-h_m)\| = \|A(h_n)-A(h_m)\|$
which implies that $\|h_n-h_m\| \leq \frac{1}{\delta}\|A(h_n)-A(h_m)\|=\frac{1}{\delta}\|A(h_n-h_m)\|\leq\frac{\|A\|}{\delta}\|h_n-h_m\|< \varepsilon$ since the last term is Cauchy we can let $\|h_n-h_m\| <\frac{\delta^2}{\|A\|} = \varepsilon$
So we know that if we are Cauchy is $\mathscr{H}$ then we are Cauchy is $\mathscr{K}$.
And I don't know how to proceed from this point.
A solution was worked out in comments, so I'll add a more general version of the difficult direction, to show that linearity isn't necessary.
Suppose $X$ and $Y$ are complete metric spaces, $f:X\to Y$ is a continuous map with dense range, and there is $\delta>0$ such that $d_Y(f(a),f(b))\ge \delta d_X(a,b)$ for all $a,b\in X$. Then $f$ is a homeomorphism between $X$ and $Y$.
Proof. It suffices to show that $f(X)$ is closed, because being closed and dense, it must coincide with $Y$. Take a sequence $(y_n)$ in $f(X)$ that converges to $y\in Y$. Write $y_n=f(x_n)$. Since $d_X(x_n,x_m)\le \delta^{-1} d_Y(y_n,y_m)$, the sequence $(x_n)$ is Cauchy in $X$. By completeness of $X$, there is a limit $x=\lim x_n$. Since $f$ is continuous, $y=f(x)\in f(X)$. $\quad\Box$