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You're reading from  Transformers for Natural Language Processing - Second Edition

Product typeBook
Published inMar 2022
PublisherPackt
ISBN-139781803247335
Edition2nd Edition
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Mobile Application Development
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Denis Rothman
Denis Rothman
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Denis Rothman

Denis Rothman graduated from Sorbonne University and Paris-Diderot University, designing one of the very first word2matrix patented embedding and patented AI conversational agents. He began his career authoring one of the first AI cognitive Natural Language Processing (NLP) chatbots applied as an automated language teacher for Moet et Chandon and other companies. He authored an AI resource optimizer for IBM and apparel producers. He then authored an Advanced Planning and Scheduling (APS) solution used worldwide.
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Exploring models we cannot access

The visual interfaces explored in this chapter are fascinating. However, there is still a lot of work to do!

For example, OpenAI’s GPT-3 model runs online or through an API. Thus, we cannot access the weights of some Software as a Service (SaaS) transformer models. This trend will increase and expand in the years to come. Corporations that spend millions of dollars on research and computer power will tend to provide pay-as-you-go services, not open-source applications.

Even if we had access to the source code or output weights of a GPT-3 model, using a visual interface to analyze the 9,216 attention heads (96 layers x 96 heads) would be quite challenging.

Finding what is wrong will still require some human involvement in many cases.

For example, the polysemy issue of the word coach in English to French translation often represents a problem. In English, a coach can be a person who trains people, or a bus. The word coach exists...

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Transformers for Natural Language Processing - Second Edition
Published in: Mar 2022Publisher: PacktISBN-13: 9781803247335
© 2022 Packt Publishing Limited All Rights Reserved

Author (1)

author image
Denis Rothman

Denis Rothman graduated from Sorbonne University and Paris-Diderot University, designing one of the very first word2matrix patented embedding and patented AI conversational agents. He began his career authoring one of the first AI cognitive Natural Language Processing (NLP) chatbots applied as an automated language teacher for Moet et Chandon and other companies. He authored an AI resource optimizer for IBM and apparel producers. He then authored an Advanced Planning and Scheduling (APS) solution used worldwide.
Read more about Denis Rothman

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