TPS63001 to power arduino

If you are going to filter the supply, then I suggest feeding the regulator output through a choke of between 1uH and 10uH followed by a second 10uF tantalum capacitor to ground. The choke should have a DC resistance of around 0.5 to 2 ohms ohm to provide sufficient damping without undue voltage drop.