Knowing a little about something tempts one to overestimate one's abilities.
Examples:
- I know you've assembled furniture, but that doesn't mean you can build an entire wall system; remember, a little knowledge.
Origin: from Alexander Pope's An Essay on Criticism (1709)
Synonyms: a little learning is a dangerous thing