Tag: training data
Are We Running Out of Training Data for GenAI?
The advent of generative AI has supercharged the world’s appetite for data, especially high-quality data of known provenance. However, as large language models (LLMs) get bigger, experts are warning that we may be runn Read more…
Are Tech Giants ‘Piling’ On Small Content Creators to Train Their AI?
Some of the biggest AI companies in the world are using material taken from thousands of content creators on YouTube to their AI models without compensating the creators of those videos, ProofNews reported today. Acco Read more…
The Top Five Data Labeling Firms According to Everest Group
The process of annotating and labeling data is critical for supervised learning tasks, such as training a large language model (LLM) and other types of machine learning models. However, the need for human cognition and i Read more…
Conversational AI Poised to Be Major Disrupter
Chatbots and conversational AI systems got an extended tryout during COVID as companies scrambled for ways to keep their operations running amid lockdowns. The technology fared better than expected, and now is on the cus Read more…
Data Is Everywhere, But Harvest Your Own for Peak AI Performance
The rapid proliferation of data marketplaces has made it easy for organizations to get their hands on third-party data. And pre-trained deep learning models are also readily available on the Internet. But just as plastic Read more…
Fake Data Comes to the Forefront
The lack of data historically has been a limiting factor in the development of predictive models. But with the advent of automated methods to generate skads of synthetic data, or what some call “fake data,” the lack Read more…
Synthetic Data: Sometimes Better Than the Real Thing
Having a large stockpile of data is still a prerequisite for advanced analytics and AI. But companies building AI models increasingly are finding that artificially created data can be just as good as the real thing. And Read more…
Synthetic Data Market Gets Real
A growing list of data privacy regulations along with demand for better training data is spawning new AI-based approaches to managing “personally identifiable” information, including “synthetic” data sets that re Read more…
Air Force AI Plan Treats Data as ‘Strategic’
The U.S. military’s approach to AI is equal parts offense and defense, acknowledging that primary adversary China could also weaponize the technology as a form of asymmetrical warfare in which U.S. military superiority Read more…
Faulty Data is Stalling AI Projects
Tens of billions will be spent this year on AI development, but those efforts continue to be stymied by ratty data that has undermined model training efforts and burned through project budgets. That’s the sobering c Read more…
Training Data: Why Scale Is Critical for Your AI Future
Data is the fuel that drives AI. But there's a big difference in the quality of fuel you can put into your AI engine. If your enterprise can create the biggest stockpile of the highest quality training data, it will like Read more…
Transfer Learning Project Looks to Reuse Training Data
A new open source project seeks to simplify the use of a machine learning framework called “transfer learning” in which the ability to accomplish one task can be applied to subsequent tasks. Transfer learning spec Read more…
Unstructured Data Miners Chase Silver with Deep Learning
The traditional approach to mining unstructured data typically involves training machine learning models upon high-quality "gold standard" data that's been meticulously groomed. But thanks to innovations in deep learning Read more…
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