There aren't a lot of shortcuts that work for most people, but there a few patterns that allow you to memorize some of them in groups (vowel changes, adding certain consonants or syllables, etc.)
Most irregular verbs in English go back the language's Proto-Germanic roots, so people who also speak another Germanic language are usually less overwhelmed by them. If your native language is from another language family, the challenge is greater.