The correct spelling for "algorthims" is "algorithms". To avoid this misspelling, one can remember to use the letter "i" instead of "o" after the letter "r". Additionally, double-checking the spelling with the help of an online dictionary or spell-check tools can ensure accurate usage of the word "algorithms".