——DO DEEP GENERATIVE MODELS KNOW WHAT THEY DON'T KNOW ? 来自DeepMind(2019),从近期的一篇flow matching文献引到了这篇。 如果你对于深度学习的一些基本特性不是很了解,很适合看看这篇文章,如果你想知道标题引出的问题的答案,我建议你看完。 先看看作者的观点吧(直接来自摘要) 在野外部署的神经网络可能会被...
Deep generative modelsDiscrete element methodLS-DEMEngineered granular materials have gained considerable interest in recent years. For this substance, the primary design variable is grain shape. Optimizing grain form to achieve a macroscopic property is difficult due to the infinite-dimensional function ...
Explore generative AI, its components, significance, types, working process, training techniques, evaluation metrics, industry applications and future trends.
That’s why — rather than building new models from scratch — many businesses are already customizing pretrained foundation models to turbocharge their journeys into AI, using online services likeNVIDIA AI Foundation Models. The accuracy and reliability of generative AI is increasing thanks to techniq...
One of the most prominent examples of a foundation model is OpenAI’s GPT (Generative Pre-trained Transformer) series, which includes GPT-4. These models have demonstrated remarkable capabilities in tasks such as language translation, question-answering, summarization, and even creative writing. ...
Large language models (LLMs) are deep learning algorithms that can recognize, summarize, translate, predict, and generate content using very large datasets.
Generative AI is a kind of artificial intelligence technology that relies on deep learning models trained on large data sets to create new content.
Generative AI begins with a foundation model—a deep learning model that serves as the basis for multiple different types of generative AI applications. The most common foundation models today arelarge language models (LLMs), created for text generation applications, but there are also foundation mo...
Large language models are the algorithmic basis for chatbots like OpenAI's ChatGPT and Google's Bard. The technology is tied back to billions — even trillions — of parameters that can make them both inaccurate and non-specific for vertical industry use
LLMs come in many different shapes and sizes, each with unique strengths and innovations. Below are descriptions of some of the most well-known models. GPT Generative pre-trained transformer (GPT) is a series of models developed byOpenAI. These models power the popularChatGPTapplication and are...