Go to Elastic Beanstalk -> Configuration -> Security -> Virtual machine permissions -> EC2 key pair.

Choose your key pair. If you do not have one,

Then go to EC2 Dashboard -> NETWORK & SECURITY -> Key Pairs -> Create Key Pair.