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Artificial Intelligence (AI)

Overview: AI basics

What is actually going on when you use an AI-based tool? Check out this three-minute explanation from Hal Daumé III, Professor of Computer Science at University of Maryland, Institute Director for the Institute for Trustworthy AI in Law & Society (TRAILS).

ChatGPT

Here are four facts about ChatGPT that will be helpful as you think about its uses.

  1. ChatGPT is developed by a company called OpenAI, based in San Francisco, CA. Their stated mission is "to ensure that artificial general intelligence—AI systems that are generally smarter than humans—benefits all of humanity." Chat GPT is just one of OpenAI's products, which also include DALL-E, the text-to-image generator. OpenAI begun as a nonprofit in 2015 then became a for-profit company in 2019. They received investments from different sources, including $1 billion from Microsoft, which uses the same AI model that powers ChatGPT and DALL-E in for Bing AI.  
  2. It can generate new text for any written prompt and is designed to provide human-like conversational interactions. Some examples of things it can do include: write an essay, generate a definition, de-bug or write functional code, suggest tourist destinations, make up recipes based on a collection of ingredients, craft a love letter, etc.
  3. It produces unique responses each time, and you can tweak its responses because it remembers the whole chat conversation. You can instruct it to respond to you in different ways (e.g. "please reply to me like I'm in 2nd grade").
  4. The "GPT" in ChatGPT stands for Generative Pre-trained Transformer

    "Generative" refers to a type of machine learning model that creates new content.

"Pre-trained" refers to a type of machine learning model that was trained on an enormous amount of data. In the case of ChatGPT, the model was trained and on hundreds of billions of words (mostly from websites) to learn patterns and relationships between words and phrases.

"Transformer" refers to part of the machine learning model that can better understand sentences because it can understand the relative importance of different words in context.

Where does ChatGPT get its data?

ChatGPT-3.5 and ChatGPT-4 don't have the ability to search the Internet in real time (although OpenAI and other companies are working on that!). We don't know for sure what data OpenAI used to train ChatGPT, but many AI programmers train large language models on Google's C4 dataset. Check out this Washington Post article on what websites are included in that dataset.