Install the Amazon CloudWatch Agent on the instances. We want to monitor the memory usage mostly but the CPU & disk metrics are nice to have available too.
Connect to the instance and run the following:
$ wget https://s3.amazonaws.com/amazoncloudwatch-agent/ubuntu/amd64/latest/amazon-cloudwatch-agent.deb