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You're reading from  Transformers for Natural Language Processing and Computer Vision - Third Edition

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Published inFeb 2024
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PublisherPackt
ISBN-139781805128724
Edition3rd Edition
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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.
Read more about Denis Rothman

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CustomGPT

We tried to obtain a result with our validation dataset through HuggingGPT. We would have replaced the very difficult image HuggingGPT failed to analyze correctly. In that case, we would have a shiny, optimistic notebook showing that AI is fantastic and easy to implement with automated near F-AGI tools.

Unfortunately, even an innovative HuggingGPT system cannot solve all AI problems.

The HuggingGPT system does not contain all the available models for all NLP and computer vision tasks although it’s a good initiative.

AI Experts will necessarily have to confirm whether a specific AI problem cannot be solved or not. In this section, we show that, in some cases, creative solutions can work.

We will build on the concept of a cross-platform multi-model system such as HuggingGPT. In this case, we create a custom pipeline to solve a specific problem. We will implement CustomGPT, a cross-platform chained-model solution shown in Figure 19.7:

A diagram of a process  Description automatically generated

Figure...

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Transformers for Natural Language Processing and Computer Vision - Third Edition
Published in: Feb 2024Publisher: PacktISBN-13: 9781805128724

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