自个儿 is a colloquial, dialectal variant of 自己 (oneself), commonly used in northern Mandarin (especially Beijing dialect). It carries a more casual, familiar tone than 自己. You can use it in everyday speech to mean 'by oneself' or 'on one's own.' Unlike 自己, 自个儿 is rarely used in formal writing.