As good as it is to learn to code, much as is the case with any situation where you'd normally hire a professional (doctor, lawyer, accountant) don't kid yourself that you know everything once you can sling some code.
A good example would be how terrible the code the Google Founders wrote. Their initial engineering hires had to rewrite everything from scratch.
And the Google Founders did have a background that would lend well to coding.