This SQLite tutorial will show you how to install SQLite3 on Windows, create tables in a database and perform read, update and delete operations.

JavaFX isn't hard to learn, and with the right IDE and a complete JavaFX tutorial to teach the core concepts, you'll be an expert in no time.