Select item collection together with item count

Heads-up: I'm an SQL & Drizzle newbie

I have 3 tables: users, flashcard_collection and flashcards
flashcard_collection has a creatorId foreign key which indicates what user a collection belongs to
flashcards has a collectionId foreign key which indicates what collection a flashcard belongs to

I want to select all flashcard collections that belong to a user together with each collection's flashcard count
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