Analysis of information sources in references of the Wikipedia article "Flat cap" in English language version.
The TV series suggests that the gang are called "Peaky Blinders" because they use the razors in their hats to blind their enemies, either by slicing the blade across their victims' eyes or by slashing up their faces so much that they are blinded by blood.
