The films are faithful to the books throughout, but the first film was very rigid like they didn't want anything to go wrong so it ended up being a bad standalone film and more just the book on screen. They do improve a lot after #1.
Later films got better at being films and the child acting/effects/atmosphere improved. The books also took a darker/more mature direction which carries over to the films especially starting with #3.
(The one who plays Hermione never gets better at acting though)







