The safest place to keep passwords is in your mind. Remembering them can be difficult because of strict password policies. Using memory techniques keeps passwords fresh in your mind. Password Managers are another option but are not as safe.
Changing your password will not stop hackers. There are benefits to occasionally changing your password like protecting against other kinds of cyber threats. However, there any many ways for hackers to gain access to your account.