If memtest is showing errors, then yes, your RAM is most likely having issues. Make sure to test each stick separately to ascertain which stick harbors the failed memory and then replace that one. If both show up issues, then either you've experienced the rare chance of both of them puttering out, or the more common issue would be that the RAM you have is incompatible with your motherboard or the motherboard itself is bad.