Yes, there is a difference between WordPress.org and WordPress.com. WordPress.org is an open-source platform that allows users to install and self-host their websites, while WordPress.com is a hosted platform that provides users with basic features and hosting services.
For more information about their differences, you can also check out the howtohosting.guide's WordPress.com VS .org comparison review.