AI Today Podcast: Overview of Synthetic Data

In this episode of AI Today, hosts Kathleen Walch and Ron Schmelzer explore how artificial intelligence is being applied to one of humanity’s greatest challenges: protecting the environment. From conservation and climate modeling to waste management and disaster response, AI is p ...  Show more

In this episode of AI Today, hosts Kathleen Walch and Ron Schmelzer dig into the transformative role of artificial intelligence in the mining industry. From underground safety to surface-level sustainability, AI is helping modernize one of the world’s oldest and most essential se ...  Show more

Data is the fuel that makes artificial intelligence run. Training machine learning and AI systems requires data. And the quality of datasets has a big impact on the systems’ results. But compiling quality real-world data for AI and ML can be difficult and expensive. That’s where ...  Show more

Synthetic data: it's a fascinating topic that sounds like science fiction but is rapidly becoming a practical tool in the data landscape. From machine learning applications to safeguarding privacy, synthetic data offers a compelling alternative to real-world datasets that might b ...  Show more

<div class="wp-block-jetpack-markdown"><h2>Summary</h2>

Building, scaling, and maintaining the operational components of a machine learning workflow are all hard problems. Add the work of creating the model itself, and it’s not surprising that a majority of companies th ...

Over the past several years, we have seen many success stories in machine learning brought about by deep learning techniques. While the practical success of deep learning has been phenomenal, the formal guarantees have been lacking. Our current theoretical understanding of the ma ...  Show more