Archives for Transformer Model

26 Jun

Python Guide To Google’s T5 Transformer For Text Summarizer

We will discuss Google AI’s state-of-the-art, T5 transformer which is a text to text transformer model. The gist of the paper is a survey of the existing modern transfer learning techniques used in Natural Language Understanding, proposing a unified framework that will combine all language problems into a text-to-text format.

The post Python Guide To Google’s T5 Transformer For Text Summarizer appeared first on Analytics India Magazine.

03 Nov

This New BERT Is Way Faster & Smaller Than The Original

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image-17286

Recently, the researchers at Amazon introduced an optimal subset of the popular BERT architecture for neural architecture search. This smaller version of BERT is known as BORT and is able to be pre-trained in 288 GPU hours, which is 1.2% of the time required to pre-train the highest-performing BERT parametric architectural variant, RoBERTa-large.  Since its…

The post This New BERT Is Way Faster & Smaller Than The Original appeared first on Analytics India Magazine.

05 Aug

What Is Google’s Recently Launched BigBird

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image-14559

Recently, Google Research introduced a new sparse attention mechanism that improves performance on a multitude of tasks that require long contexts known as BigBird. The researchers took inspiration from the graph sparsification methods. They understood where the proof for the expressiveness of Transformers breaks down when full-attention is relaxed to form the proposed attention pattern.…

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