Ok. Thanks for the warning on blowing up the 555, will add resistor there and watch the current.The minimum supply voltage for an ordinary 555 is 4.5V so use 6V.
The base of the transistor needs a current-limiting resistor in series with it to prevent the 555 from blowing up. With a 6V supply use 68 ohms.
600 times per second will look like the LEDs are continuously turned on. 20 times per second is very fast flashing. Maybe you want 10 times per second.
You are right, 600 times per second should be 600 times per minute, or 10 flash per second.