How to layout an image (aka graphic) in the middle of the page without it floating to the next page ( or to the middle of some page far below)

feature.tex

\usepackage{float}
\begin{figure}[H] % the H is what makes it do a strong 'here' - float is is used for 'H'
\begin{center}
\includegraphics[height=0.5\textwidth]{path/to/file.png}
\end{center}
\caption{This is the caption for the image}
\end{figure}