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How Transformers Changed the AI Game: From NLP to Vision

  • Transformers revolutionized AI by addressing limitations of previous models in processing sequences.
  • They excel in capturing context across long sequences and can scale effectively with data and compute power.
  • Models like BERT, GPT, and T5 have enabled pretraining on vast text corpora and fine-tuning for various tasks.
  • Google's ViT introduced in 2020 treats images as sequences, leveraging Transformers and surpassing CNNs on large datasets.

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