Datasets

3 Questions: How one can help students recognize potential bias of their AI datasets

Q: How does bias get into these datasets, and the way can...

Large Language Models Are Memorizing the Datasets Meant to Test Them

memory In machine learning, a test-split is used to see if a trained model has learned to unravel problems which might be similar, but not equivalent to the fabric it was trained on.So if a...

Nearly 80% of Training Datasets May Be a Legal Hazard for Enterprise AI

A recent paper from LG AI Research suggests that supposedly ‘open' datasets used for training AI models could also be offering a false sense of security – finding that almost 4 out of 5...

Harmonizing and Pooling Datasets for Health Research in R

R code to extract data from unique datasets and mix them in a single harmonized dataset ready for seamless evaluationMy academic research overwhelmingly includes identifying datasets for health research, harmonizing them, and mixing (pooling)...

Real Identities Can Be Recovered From Synthetic Datasets

If 2022 marked the moment when generative AI’s disruptive potential first captured wide public attention, 2024 has been the yr when questions on the legality of its underlying data have taken center stage for...

How one can Handle Imbalanced Datasets in Machine Learning Projects

Techniques to handle imbalanced datasets, examples, and Python snippetsThe model’s seemingly strong performance is driven by the bulk class 0 in its goal variable. Because of the evident imbalance between the bulk and minority...

Study: Transparency is commonly lacking in datasets used to coach large language models

As a way to train more powerful large language models, researchers use...

Copyright watchdog halts distribution of AI training datasets

A Dutch copyright watchdog has said it has stopped the distribution of a dataset used to coach artificial intelligence (AI). The group, which has been cracking down on piracy for greater than twenty years,...

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