If you know you have approximately N rows and you want approximately K random rows, you just need to pull any given row with a chance K/N. Using the RAND() function which gives you a fair distribution between 0 and 1, you could just do the following where PROB = K/N. Worked very quickly for me.
SELECT * FROM some_table WHERE RAND() < PROB