enabling BINARY LOG on AWS RDS MySQL
I found this blog post that answered the question: https://blog.pythian.com/enabling-binary-logging-rds-read-replica/

Essentially, if you make sure your "Backup retention period" for your RDS instance is set to > 0 days, this will enable binary logs.