https://www.arduino.cc/en/Tutorial/YunSysupgrade
Change:
sysupgrade image is available for download here.
to:
sysupgrade image is available for download here.
(fix link, the previous one is invalid)
Change:
or put it in the root folder of a USB memory
to:
or put it in the root folder of a USB flash drive