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Recent trends in deep learning include better ways for computers to teach themselves without needing lots of labeled examples. This means they can learn from lots of unlabeled data. Models like GPT are still really popular because they're good at understanding big connections in information. Also, there's more focus on teaching models to understand different kinds of information, like text, pictures, and sound, all together.