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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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ISBN-139781805128724
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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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Part III: Automated generative ideation with Stable Diffusion

This section demonstrates how to automate the process of instructing a Large Language Model to generate prompts automatically without human intervention, as shown in Figure 20.11. We will illustrate the process with the example of a small business that doesn’t have marketing resources but would like to generate images for posters.

A diagram of a process flow

Figure 20.11: A fully automated Generative AI ideation process

Figure 20.11 shows the fully automated process:

  1. No prompt: The prompt will not be interactive. The program will create the prompt automatically. As such, AF1 is the function that takes the output of the automated instruction and sends it to an LLM as input to generate prompts automatically.
  2. Generative AI (prompt generation): ChatGPT, GPT-4, will generate text-to-image prompts automatically. The AF2 function will automatically chain GPT-4 to Stable Diffusion without human intervention.
  3. Generative...
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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