Tag

Probability Distributions

All articles tagged with #probability distributions

ai2 years ago

The Dangers of AI Learning from AI: Model Collapse and Black Box Generative AI.

Researchers from the UK and Canada have found that using AI-generated content to train AI models causes irreversible defects in the resulting models, leading to a degenerative process called model collapse. As AI-generated content proliferates, models that learn from it perform worse over time, producing more errors and less non-erroneous variety in their responses. This will make it harder to train newer models by scraping the web, giving an advantage to firms which already have access to human interfaces at scale.

science2 years ago

Deciphering the Universe with Big Data Statistics

Dr. Max Bonamente, a professor of physics and astronomy at The University of Alabama in Huntsville, is pioneering research in the field of astrostatistics, which combines statistics and astronomy to interpret cosmological data. He recently published a paper showcasing a new probability distribution method that accounts for systematic errors. Bonamente and his colleague organized a workshop to train young scientists in proper statistical methods for data analysis and interpretation. Astrostatistics represents the future of big data management and analysis in astronomy, as new technologies produce staggering amounts of data that require new statistical algorithms and techniques to make sense of it all.