Generative AI
The GPT-3 Model: What Does It Mean for Chatbots and Customer Service?
In February 2019, the artificial intelligence research lab OpenAI sent shockwaves through the world of computing by releasing the GPT-2 language model. Short for "Generative Pretrained Transformer 2," GPT-2 is able to generate several paragraphs of natural language text -- often impressively realistic and internally coherent -- based on a short prompt. Scarcely a year later, OpenAI has already outdone itself with GPT-3, a new generative language model that is bigger than GPT-2 by orders of magnitude. The largest version of the GPT-3 model has 175 billion parameters, more than 100 times the 1.5 billion parameters of GPT-2. Just like its predecessor GPT-2, GPT-3 was trained on a simple task: given the previous words in a text, predict the next word. This required the model to consume very large datasets of Internet text, such as Common Crawl and Wikipedia, totalling 499 billion tokens (i.e.
Is OpenAI's GPT-3 API Beta Pricing Too Rich for Researchers?
Few in the natural language processing (NLP) community expected the world's most powerful large language model to come cheap, but some are worried the hefty price tag could put it out of reach of startups. OpenAI's 175 billion parameter language model GPT-3 (Generative Pre-trained Transformer 3) turned heads in the NLP community when it was released in June, and now it's back in the spotlight. A Reddit post this week by independent writer and researcher Gwern Branwen detailed the pricing plan OpenAI has provided to GPT-3 Beta API users. The scheme, which goes into effect on October 1, has already raised as many questions as it has answered. According to reports, OpenAI announced the pricing scheme for GPT-3's API usage from October. The plan has four tiers: Explore, Create, Build, Scale.
Learning to Summarize with Human Feedback
Note that our human feedback models generate summaries that are significantly shorter than summaries from models trained on CNN/DM. At a given summary length, our 6.7B human feedback model trained on Reddit performs almost as well as a fine-tuned 11B T5 model, despite not being re-trained on CNN/DM. To test our models' generalization, we also applied them directly to the popular CNN/DM news dataset. These articles are more than twice as long as Reddit posts and are written in a very different style. Our models have seen news articles during pre-training, but all of our human data and RL fine-tuning was on the Reddit TL;DR dataset.
OpenAI Gym in Machine Learning
OpenAI Gym is a toolkit that provides a wide variety of simulated environments (Atari games, board games, 2D and 3D physical simulations, and so on), so you can train agents, compare them, or develop new Machine Learning algorithms (Reinforcement Learning). OpenAI is an artificial intelligence research company, funded in part by Elon Musk. Its stated goal is to promote and develop friendly AIs that will benefit humanity (rather than exterminate it). In this article, I will be using the OpenAI gym, a great toolkit for developing and comparing Reinforcement Learning algorithms. It provides many environments for your learning agents to interact with.
Educated yet amoral: AI capable of writing books sparks awe
An artificial intelligence (AI) technology made by a firm co-founded by billionaire Elon Musk has won praise for its ability to generate coherent stories, novels and even computer code but it remains blind to racism or sexism. GPT-3, as Californian company OpenAI's latest AI language model is known, is capable of completing a dialogue between two people, continuing a series of questions and answers or finishing a Shakespeare-style poem. Start a sentence or text and it completes it for you, basing its response on the gigantic amount of information it has been fed. This could come in useful for customer service, lawyers needing to sum up a legal precedent or for authors in need of inspiration. While the technology is not new and has not yet learnt to reason like a human mind, OpenAI's latest offering has won praise for the way its text resembles human writing.
OpenAI reveals the pricing plans for its API -- and it ain't cheap
OpenAI has revealed the projected pricing plans for its API, which lets people use the company's vaunted AI tools on "virtually any English language task." But you're gonna need money to burn if you wanna try it out. The API gives users access to GPT-3, OpenAI's headline-grabbing text generator. The company says developers can apply it "to any language task -- semantic search, summarization, sentiment analysis, content generation, translation, and more -- with only a few examples or by specifying your task in English." The product was initially launched in a free, two-month private beta on July 11.
Educated yet amoral: AI capable of writing books sparks awe
An artificial intelligence (AI) technology made by a firm co-founded by billionaire Elon Musk has won praise for its ability to generate coherent stories, novels and even computer code but it remains blind to racism or sexism. GPT-3, as Californian company OpenAI's latest AI language model is known, is capable of completing a dialogue between two people, continuing a series of questions and answers or finishing a Shakespeare-style poem. Start a sentence or text and it completes it for you, basing its response on the gigantic amount of information it has been fed. This could come in useful for customer service, lawyers needing to sum up a legal precedent or for authors in need of inspiration. While the technology is not new and has not yet learnt to reason like a human mind, OpenAI's latest offering has won praise for the way its text resembles human writing.
Elon, GPT-3, And The A.I. Bonanza
What do NeuraLink and OpenAI have in common? They are both on a quest to synthesize intelligence using a wet lab vs. dry lab approach. Neuralink [wet lab] is trying to interact with the brain and learn straight from the source through implantable brain-machine interfaces. OpenAI [dry lab] is looking to emulate brain functions in the real world. The OpenAI researchers want to democratize access to safe artificial intelligence.
Artificial Intelligence Music Is Already Here. What Comes Next?
In late April 2020, a company named OpenAI uploaded dozens of new tracks to SoundCloud, all of them matter-of-factly titled like "Hip-hop, in the style of Nas" or "Pop, in the style of Katy Perry." You'd be forgiven for initially thinking the songs were average YouTube covers. A few seconds spent listening to the gargled production, bizarre lyrics, and eerie vocals would definitely change your mind. The songs were all made using an artificial intelligence software called Jukebox, designed by OpenAI, a billion dollar research organization leading the field in AI research. Jukebox isn't your standard Elvis impersonator: After being trained on 1.2 million songs and other data about genres and artists, the neural net has learned to produce original music in the uncannily recognizable style of famous artists like Elton John and Rihanna.