抛弃 is a strong word implying complete rejection or abandonment. It can be used for people (抛弃家人), ideas (抛弃旧观念), or objects. Compare with 放弃 (give up) which is less harsh and more about voluntary surrender.
memory
抛 (throw) + 弃 (abandon) — to throw something away = to abandon.