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Priya Shree
Priya Shree

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Published in Walmart Global Tech Blog

·Oct 1, 2021

Reformers and Performers: A comprehensive summary of space and time optimizations on Transformers (Part — 2)

In the previous article, we discussed optimizations and heuristics used by two models, namely, sparse Transformers and Longformers, to overcome quadratic time and space used by Transformer models. With optimizations mentioned in papers for these models, the authors could not only perform equivalent to transformers in lesser space and time…

Data Science

13 min read

Reformers and Performers: A comprehensive summary of space and time optimizations on Transformers…
Reformers and Performers: A comprehensive summary of space and time optimizations on Transformers…
Data Science

13 min read


Published in Walmart Global Tech Blog

·Sep 29, 2021

Sparse Transformers and Longformers: A comprehensive summary of space and time optimizations on Transformers(Part — 1)

Note : This article assumes familiarity with transformer architecture and basics of Natural Language processing. Transformers can be understood in depth through this paper or blog. Transformer models have brought a revolution in field of Natural Language Processing (NLP) by introducing self-attention as a powerful mechanism to capture context and…

Data Science

11 min read

Sparse Transformers and Longformers: A comprehensive summary of space and time optimizations on…
Sparse Transformers and Longformers: A comprehensive summary of space and time optimizations on…
Data Science

11 min read


Published in Walmart Global Tech Blog

·Nov 10, 2020

The Journey of Open AI GPT models

Generative Pre-trained Transformer (GPT) models by OpenAI have taken natural language processing (NLP) community by storm by introducing very powerful language models. These models can perform various NLP tasks like question answering, textual entailment, text summarisation etc. without any supervised training. These language models need very few to no examples…

NLP

14 min read

The Journey of Open AI GPT models
The Journey of Open AI GPT models
NLP

14 min read

Priya Shree

Priya Shree

131 Followers

Data scientist with a penchant for reading.

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