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What is Generative AI? Used by ChatGPT/Gemini (formerly Bard), Stable Diffusion, and NFT

2023-01-11

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by Our Founder/CEO&CTO Hiroyuki Chishiro

  • He has been involved in 12 years of research on real-time systems.
  • He teaches OS (Linux kernel) in English at the University of Tokyo.
  • From September 2012 to August 2013, he was a visiting researcher at the Department of Computer Science, the University of North Carolina at Chapel Hill (UNC), Chapel Hill, North Carolina, United States. He has been involved in research and development of real-time Linux in C language.
  • He has experienced in more than 15 years of programming languages: C/C++, Python, Solidity/Vyper, Java, Ruby, Go, Rust, D, HTML/CSS/JS/PHP, MATLAB, Verse (UEFN), Assembler (x64, ARM).
  • While a faculty member at the University of Tokyo, he developed the "Extension of LLVM Compiler" in C++ language and his own real-time OS "Mcube Kernel" in C language, which he published as open source on GitHub.
  • In January 2020-Present, he is CTO of Guarantee Happiness LLC, Chapel Hill, North Carolina, United States, in charge of e-commerce site development and web/social network marketing. In June 2022-Present, he is CEO&CTO of Japanese Tar Heel, Inc. in Chapel Hill, North Carolina, United States.
  • We have been engaged in disseminating useful information on AI and Crypto (Web3).
    • We have written more than 20 articles on AI including AI chatbots such as ChatGPT, Auto-GPT, Gemini (formerly Bard). He has experience in contract work as a prompt engineer, manager, and quality assurance (QA) for several companies in San Francisco, United States (Silicon Valley in the broadest sense of the word).
    • We have written more than 40 articles on cryptocurrency (including smart contract programming). He has experience as an outsourced translator of English articles on cryptocurrency into Japanese for a company in London, England.

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What is Generative AI?

Generative AI is a broad label used to describe a type of AI that uses unsupervised learning algorithms to create new digital image, video, audio, text, code, and other contents.

The learning model for most AI to date has been Discriminative AI.

The goal of Discriminative AI is to use what it learns during learning to make decisions about new input.

In contrast, the goal of Generative AI models is to generate synthetic data that can pass the Turing test.

Generative AI requires more computer processing power than Discriminative AI.

In return, Generative AI has the advantage of reducing the amount of training data and user manual work.

Generative AI can be given a limited set of parameters to use during the training period.

Essentially, Generative AI allows the model to draw its own conclusions about the most important properties of the training data.

Once the generative model identifies the basic characteristics of the data, the output accuracy can be improved using Generative Adversarial Network (GAN) or Variational AutoEncoder (VAE).

The term Generative AI is often associated with deepfake and data journalism.

Generative AI is playing an increasingly important role in helping automate iterative processes used for digital image and voice correction.

Generative AI is also being experimented with as a rapid prototyping tool in manufacturing and as an improved data augmentation tool for Robotic Process Automation (RPA) in business.

Explanatory Articles/Videos of Generative AI

These are explanatory articles of Generative AI.

These are explanatory videos of Generative AI.

Examples of Generative AI

We introduce examples of generative AI.

Text Generation AI, AI Chatbots: ChatGPT/Gemini (formerly Bard)

Generative AI is used in text generation AI (AI chatbots): ChatGPT/Gemini (formerly Bard).

If you would like to know more about AI chatbots, how to start and use ChatGPT and Bard, please click the following.

Image Generation AI: DALL-E 2, Midjourney, Stable Diffusion

Generative AI is also used in image generation AI: DALL-E 2, Midjourney, Stable Diffusion, etc.

If you would like to know more about image generation AI, please click the following.

NFT

This video explains how to make NFT with Generative AI.

If you would like to make NFT with Generative AI, watch this video!

Summary

Generative AI and examples of its use were introduced.

Generative AI was used in ChatGPT and NFT.

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