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OpenAI Inc
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== Products, services and projects == === ChatGPT === * ChatGPT is a language-based chatbot written in Python that was released at the end of November 2022. It is built upon GPT-3.5 and GPT-4 models, models that are based on the transformer architecture developed by Google. * It was originally released as a freely available software, but with its huge popularity it now operates as a freemium service with a $20 per month subscription. * ChatGPT is trained with text from a wide variety of sources which include books, articles and websites from many different countries. This has enabled functionality of multiple languages and the ability to write in many different styles. * The training of GPT-3 took several weeks on a set of powerful GPUs optimised for this purpose, in order to iteratively optimise the parameters using a massive data set. * ChatGPT has many versatile applications which include but is not limited to content creation (such as writing poetry and short stories), drafting professional emails and teaching. * The availability of the ChatGPT API has allowed developers to integrate it into their applications which could be used to enhance user interactions (designing a help-bot, search suggestions), for example. * ChatGPT has its limitations in the sense that it learns patterns without understanding what they represent. Therefore, it has tendency to generate incorrect or nonsensical responses, such as code it provides or links to the internet (which frequently do not exist). === DALL-E === * DALL-E was introduced in January 2021 and in April 2022, DALL-E 2 was released as a more powerful image generation tool powered by artificial intelligence. * It makes use of deep-learning technologies to be able to generate images from language descriptions, also known as prompts. * OpenAI allowed integration of DALL-E 2 in developers’ own applications with the release of its API in November 2022. This operates on a cost per image basis, where the usage of images with higher resolutions would lead to greater charges. * Despite using a language-based model powered by GPT to generate the images, DALL-E struggles with generating text as it only knows how to read a caption and draw an illustration. Therefore, it has no knowledge of images such as x-rays, blueprints and text and aims to simply produce a similar-looking image which leads to the contents of the image making no sense<ref>https://spectrum.ieee.org/openai-dall-e-2</ref>. * There are also ethical concerns as the usage of large datasets could influence the model, such as generating more images of men than women when gender isn’t specified. OpenAI also confirmed that the model inserts words into prompts to address the bias in training the model, such as ‘an Asian woman’ when race isn’t specified<ref>https://www.theverge.com/2022/9/28/23376328/ai-art-image-generator-dall-e-access-waitlist-scrapped</ref>. * Another concern is that DALL-E could potentially replace photographers, artists and graphic designers due to their efficiency of generating anything the user wants. === Whisper === * Whisper is an automatic speech recognition system, trained with 680,000 hours of training data collected from the web<ref>https://openai.com/research/whisper</ref>. * It is capable of transcribing speech in multiple languages, including translations to languages similar to English. It had been trained with data covering various accents to improve its accuracy in identifying sentences from people all around the globe. * An application of Whisper is its usage in ChatGPT’s iOS mobile app, where users are able to ask prompts with their voice.
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