Verify Fingerprint of Key-Pair generated using AWS:
openssl pkcs8 -in path_to_private_key -inform PEM -outform DER -topk8 -nocrypt | openssl sha1 -c

Verify public key md5 fingerprint:
 ssh-keygen -lf ~/.ssh/id_rsa.pub -E md5