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Using edge models to find sensitive data (Practical AI #273)

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Manage episode 424608416 series 1283731
Content provided by Changelog Media. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Changelog Media or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

We’ve all heard about breaches of privacy and leaks of private health information (PHI). For healthcare providers and those storing this data, knowing where all the sensitive data is stored is non-trivial. Ramin, from Tausight, joins us to discuss how they have deploy edge AI models to help company search through billions of records for PHI.

Leave us a comment

Changelog++ members save 5 minutes on this episode because they made the ads disappear. Join today!

Sponsors:

  • Neo4j – Is your code getting dragged down by JOINs and long query times? The problem might be your database…Try simplifying the complex with graphs. Stop asking relational databases to do more than they were made for. Graphs work well for use cases with lots of data connections like supply chain, fraud detection, real-time analytics, and genAI. With Neo4j, you can code in your favorite programming language and against any driver. Plus, it’s easy to integrate into your tech stack.
  • Backblaze – Unlimited cloud backup for Macs, PCs, and businesses for just $99/year. Easily protect business data through a centrally managed admin. Protect all the data on your machines automatically. Easy to deploy across multiple workstations with various deployment options.

Featuring:

Show Notes:

Something missing or broken? PRs welcome!

  continue reading

Chapters

1. Welcome to Practical AI (00:00:00)

2. What is PHI? (00:00:43)

3. How is data hacked? (00:04:15)

4. What happens to hacked data? (00:05:39)

5. Sponsor: Neo4j (00:07:16)

6. Challenges securing data (00:08:28)

7. Dark PHI (00:10:54)

8. Building AI in healthcare (00:13:52)

9. What is the edge? (00:16:32)

11. What is the main problem? (00:20:44)

12. Biggest issues (00:25:46)

13. Balancing constraints (00:27:50)

14. Models moving forward (00:30:22)

15. Success stories (00:32:48)

16. Exciting things to come (00:35:22)

17. Outro (00:37:41)

2045 episodes

Artwork
iconShare
 
Manage episode 424608416 series 1283731
Content provided by Changelog Media. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Changelog Media or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

We’ve all heard about breaches of privacy and leaks of private health information (PHI). For healthcare providers and those storing this data, knowing where all the sensitive data is stored is non-trivial. Ramin, from Tausight, joins us to discuss how they have deploy edge AI models to help company search through billions of records for PHI.

Leave us a comment

Changelog++ members save 5 minutes on this episode because they made the ads disappear. Join today!

Sponsors:

  • Neo4j – Is your code getting dragged down by JOINs and long query times? The problem might be your database…Try simplifying the complex with graphs. Stop asking relational databases to do more than they were made for. Graphs work well for use cases with lots of data connections like supply chain, fraud detection, real-time analytics, and genAI. With Neo4j, you can code in your favorite programming language and against any driver. Plus, it’s easy to integrate into your tech stack.
  • Backblaze – Unlimited cloud backup for Macs, PCs, and businesses for just $99/year. Easily protect business data through a centrally managed admin. Protect all the data on your machines automatically. Easy to deploy across multiple workstations with various deployment options.

Featuring:

Show Notes:

Something missing or broken? PRs welcome!

  continue reading

Chapters

1. Welcome to Practical AI (00:00:00)

2. What is PHI? (00:00:43)

3. How is data hacked? (00:04:15)

4. What happens to hacked data? (00:05:39)

5. Sponsor: Neo4j (00:07:16)

6. Challenges securing data (00:08:28)

7. Dark PHI (00:10:54)

8. Building AI in healthcare (00:13:52)

9. What is the edge? (00:16:32)

11. What is the main problem? (00:20:44)

12. Biggest issues (00:25:46)

13. Balancing constraints (00:27:50)

14. Models moving forward (00:30:22)

15. Success stories (00:32:48)

16. Exciting things to come (00:35:22)

17. Outro (00:37:41)

2045 episodes

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