I concur with and wholeheartedly endorse the replies above. However, you might be interested to know that there is also an emerging field of research where the optimal architecture is discovered, not by human trial and error I mean insight and experimentation, but by automation.
See Neural architecture search - Wikipedia
and related topics. HTH