The sessions highlighted a wide range of topics — from advances in imaging AI and clinical decision support, to the growing role of generative AI in medical workflows. One of the most engaging discussions centered on federated AI monitoring, a promising approach that enables collaboration and model improvement across institutions while preserving data privacy. It was exciting to see how these cutting-edge ideas are moving closer to real-world clinical adoption.

Beyond the talks, what stood out most was the sense of collaboration. Conversations with researchers, practitioners, and fellow technologists reinforced that while the challenges are complex — data interoperability, trust, and responsible AI — the collective drive to innovate for patient benefit is stronger than ever.

I came away from the conference inspired and energized, with new insights to bring back into my work in AI. Events like this underscore how important it is to bridge disciplines, connect people, and keep patients at the center as we shape the future of healthcare technology. Below are some pictures taken during the conference and in Houston.

The post Reflections from the AI in Healthcare Conference 2025 at Rice University appeared first on Todd McCollough's Website.

So far three episdoes have appeared on the Ellumen website and on Spotify. In case you missed the podcast, below is a brief summary of the recent podcast episodes. Be sure to take a listen to learn more.

Episode 1: The AI Bias with Dr. De Kai

Esteemed researcher and Google Translate pioneer Dr. De Kai joins the podcast to discuss the AI bias in healthcare and how culture, music and linguistics inform the future of AI and machine learning. In the episode, discussion is made of the humanity and cultural implications of developing and using AI-based technology.

Episode 2: The Mathematics of AI with Anton Alexander

Anton Alexander of Blueridge.Ai. joins the podcast to discuss the math behind AI and machine learning. In the episode, discussion is made of how the breadth of AI applications across industries and having a love for high school math can lead to a successful career in AI.

Episode 3: Learning with AI with Bryan Talebi

Ahura AI CEO and Founder, Bryan Talebi joins the podcast to discuss how novel applications of AI are revolutionizing the education space for generations to come. In the episode, discussion is  made of how Ahura AI disrupts the traditional learning model and creatively applies AI for personalized methods of learning.

Future Episodes of the The AI Innovation Space Podcast by Ellumen

Innovation in AI is poised to continue to transform a wide range of industries. A recent Ellumen blog series article I also contribute to with Dr. Odebode (see Introducing Ellumen’s Blog Series on AI Innovation in Medical Imaging and Roundup of Three Recent Articles for a prior discussion) discusses Practical AI for the Real World. Those innovators who recognize the importance of AI’s transformation and lead the way in further transformation will reap many benefits. Be sure to keep an eye out for new forthcoming podcast episodes on the Ellumen website and Spotify related to AI innovation. Also, feel free to reach out to experts at Ellumen to help explore the potential of AI to solve technological research needs.

The post Introducing Ellumen’s AI Innovation Space Podcast and Roundup of Three Recent Episodes appeared first on Todd McCollough's Website.