Amazon Linux AMI Install Linux, nginx, MySQL, PHP (LEMP)

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Originally published at: https://www.cyberciti.biz/faq/amazon-linux-ami-install-linux-nginx-mysql-php-lemp/

How do I install Linux, nginx, MySQL, PHP (LEMP) stack on Amazon Linux AMI running on AWS?