You can memorized the lists of Irregular Verbs.
You can even remember the verbs that are not irregular.
(hint, long verbs 2 syllables or more, are almost always regular)
However, you need to be able to use them in their
Present Simple,affirmative,negative and interrogative form from sebanavarro
More about these forms on