How Federated Learning is Changing the Healthcare Landscape

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Published May 6, 2025

Federated learning is relatively new, but it stands to have a huge impact on the machine learning landscape, especially as it applies to healthcare. On today’s episode of What That Means, Camille is joined by Olga Perepelkina, PhD, a Deep Learning Product Manager at Intel, to find out exactly how this field is projected to change the world.

Want to hear the whole episode? Listen here: https://cybersecurityinside.libsyn.com/

For more resources, check out these links:

OpenFL: Intel opensource federated learning library https://github.com/intel/openfl

Federated Learning in Medicine: A Nature paper https://www.nature.com/articles/s41598-020-69250-1

Intel Federated Learning Slack: https://join.slack.com/t/openfl/shared_invite/zt-ovzbohvn-T5fApk05~YS_iZhjJ5yaTw

You’ll learn:

- What federated learning is and why it matters
- How it’s helping to protect sensitive data
- Which components of the federated learning model are vulnerable to cyberattacks, as well as possible solutions to boost security
- And more!

Check it out!

#federatedlearning #cybersecurity #machinlearning #AI

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If you are interested in emerging threats, new technologies, or best tips and practices in cybersecurity, please follow the Cyber Security Inside podcast on your favorite podcast platforms.

Apple Podcast: https://podcasts.apple.com/us/podcast/cyber-security-inside-podcast/id1526572021
Spotify: https://open.spotify.com/show/6RN4ATo5ZDGvgaEj8rLep7?si=EQyu5_A0RvaEDGMdmiiRug

Follow our hosts Tom Garrison and Camille Morhardt:
Tom: @tommgarrison
Camille: @morhardt

Learn more about Intel Cybersecurity:
https://www.intel.com/content/www/us/en/security/overview.html

Intel Compute Life Cycle (CLA):
https://www.intel.com/content/www/us/en/security/compute-lifecycle-assurance.html

Federated Tumor Segmentation Challenge 2021:
https://fets-ai.github.io/Challenge/

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How Federated Learning Is Changing the Healthcare Landscape | Intel Business
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