JAX-RS is a Java API that allows building RESTful web services using plain Java objects and annotations. Key concepts include resource classes that define endpoints, resource methods that map to HTTP methods, and annotations like @Path and @GET that define request mappings. The presentation provided an overview of REST principles and JAX-RS, demonstrated a sample application, and discussed advanced topics like regular expressions, parameters, and exception handling.