Suppose we seek to prove that
$$\sum_{k=0}^{2m+1} {n\choose k} 2^k
{n-k\choose \lfloor (2m+1-k)/2 \rfloor}
= {2n+1\choose 2m+1}.$$
Observe that from first principles we have that
$${n\choose \lfloor q/2 \rfloor} = {n\choose n-\lfloor q/2 \rfloor} =
\frac{1}{2\pi i} \int_{|z|=\epsilon} \frac{1}{z^{q+1}}
\\ \times \frac{1}{2\pi i} \int_{|w|=\gamma} \frac{(1+w)^n}{w^{n+1}}
\left(1+z
+wz^2+wz^3
+w^2z^4+w^2z^5+\cdots\right)
\; dw \; dz.$$
This simplifies to
$$\frac{1}{2\pi i} \int_{|z|=\epsilon} \frac{1}{z^{q+1}}
\frac{1}{2\pi i} \int_{|w|=\gamma} \frac{(1+w)^n}{w^{n+1}}
\left(\frac{1}{1-wz^2}+z\frac{1}{1-wz^2}\right)
\; dw \; dz
\\ = \frac{1}{2\pi i} \int_{|z|=\epsilon} \frac{1+z}{z^{q+1}}
\frac{1}{2\pi i} \int_{|w|=\gamma} \frac{(1+w)^n}{w^{n+1}}
\frac{1}{1-wz^2}
\; dw \; dz.$$
This correctly enforces the range as the reader is invited to verify
and we may extend $k$ beyond $2m+1,$ getting for the sum
$$\frac{1}{2\pi i} \int_{|z|=\epsilon} \frac{1+z}{z^{2m+2}}
\\ \times \frac{1}{2\pi i} \int_{|w|=\gamma} \frac{(1+w)^n}{w^{n+1}}
\frac{1}{1-wz^2}
\sum_{k\ge 0} {n\choose k} 2^k z^k \frac{w^k}{(1+w)^k}
\; dw \; dz
\\ = \frac{1}{2\pi i} \int_{|z|=\epsilon} \frac{1+z}{z^{2m+2}}
\\ \times \frac{1}{2\pi i} \int_{|w|=\gamma} \frac{(1+w)^n}{w^{n+1}}
\frac{1}{1-wz^2}
\left(1+\frac{2wz}{1+w}\right)^n
\; dw \; dz
\\ = \frac{1}{2\pi i} \int_{|z|=\epsilon} \frac{1+z}{z^{2m+2}}
\frac{1}{2\pi i} \int_{|w|=\gamma} \frac{(1+w+2wz)^n}{w^{n+1}}
\frac{1}{1-wz^2}
\; dw \; dz.$$
Extracting the inner coefficient now yields
$$\sum_{q=0}^n {n\choose q} (1+2z)^q z^{2n-2q}
= z^{2n} \sum_{q=0}^n {n\choose q} (1+2z)^q z^{-2q}
\\= z^{2n} \left(1+\frac{1+2z}{z^2}\right)^n
= (1+z)^{2n}.$$
We thus get from the outer coefficient
$$\frac{1}{2\pi i} \int_{|z|=\epsilon}
\frac{(1+z)^{2n+1}}{z^{2m+2}} \; dz$$
which is
$$\bbox[5px,border:2px solid #00A000]{
{2n+1\choose 2m+1}}$$
as claimed. I do believe this is an instructive exercise.