James McCaffrey of Microsoft Research demonstrates how to fetch and prepare MNIST data for image recognition machine learning ... trouble modifying this code to create MNIST text data with any format.

As long as bandwidth is expensive and people are impatient, data compression is here to stay. Simply put, compression methods crunch data – text ... For example, a lossy image may be less ...

Initial implementations have delivered 35% accuracy improvement and 10% reduction in product returns SAN FRANCISCO, CA / ...

Yet, despite its numerous successes, most AI systems have historically been single modal designed to interpret one form of data, such as text ... For example, combining satellite images ...

The coming wave of multi-sided data ... example, a neural network performing a text-based task such as ChatGPT, producing sentences of text, could break down when it has to also, say, produce ...

The melding of visual information (microscopic and X-ray images, CT and MRI scans, for example ... multiple types of data consistently outperform those based on imaging or text data alone.

Data is the main ingredient in today’s generative A.I. systems, which are fed billions of examples of text, images and videos. Much of that data is scraped from public websites by researchers ...