This article is an in-depth exploration of the promise and peril of generative AI: How it works; its most immediate applications, use cases, and examples; its limitations; its potential business benefits and risks; best practices for using it; and a glimpse into its future. ...
Generative AI (GenAI) is a type of artificial intelligence technology that can produce various types of content, including text, imagery, audio andsynthetic data. The recent buzz around generative AI has been driven by the simplicity of new user interfaces for creating high-quality text, graphics ...
What is generative AI vs. traditional AI? Traditional AI simply analyzes data to reveal patterns and glean insights that human users can apply. Generative AI takes this process a step further, leveraging these patterns and insights to create entirely new data. ...
Another option for improving a gen AI app's performance isretrieval augmented generation(RAG). RAG is a framework for extending the foundation model to use relevant sources outside of the training data, to supplement and refine the parameters or representations in the original model.RAG can ensure...
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 is a broad label describing any type of AI that can produce text, images, video, or audio clips. Learn more in our definition.
This training process is compute-intensive, time-consuming and expensive. It requires thousands of clustered graphics processing units (GPUs) and weeks of processing, all of which typically costs millions of dollars. Open source foundation model projects, such as Meta's Llama-2, enable gen AI dev...
Then, they fine-tune the gen AI model’s responses using this scoring model. Since a model now does the scoring, it can be done in parallel and at scale. The post-RLHF generative AI model is safer and more useful with its outputs. ...
Learn how rapidly AI art -- images, video, music, writing -- is evolving, how it works, the tools, models, use cases and associated controversial issues.
Discover what is artificial intelligence, explore its types, models, and how it differs from generative AI in this comprehensive guide.