Remove Chrome Autocomplete Suggestion

Do you have a Chrome suggestion for a domain, url, or specific site location that you don't want anymore?

You can remove an invalid suggestion that you don't want popping up each time by using shift+delete.

If it's the first entry it will remove it, or use arrow keys to highlight a different entry and press the same command.

Also relevant: To Delete Chrome Address Bar Suggestions with Mouse