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The Intersection of MLSecOps and DataPrepOps; With Guest: Jennifer Prendki, PhD

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Manage episode 366663944 series 3461851
Content provided by MLSecOps.com. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by MLSecOps.com 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://staging.podcastplayer.com/legal.

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On this week’s episode from The MLSecOps Podcast, we have the pleasure of hearing from Dr. Jennifer Prendki, founder and CEO of Alectio - The DataPrepOps Company. Alectio’s name comes from a blend of the acronym “AL,” standing for Active Learning, and the Latin term for the word “selection,” which is “lectio.”
In this episode, Dr. Prendki defines DataPrepOps for us and describes its contrasts to MLOps, along with how DataPrepOps intersects with MLSecOps best practices. She also discusses data quality, security risks in data science, and the role that data curation plays in helping to mitigate security risks in ML models.

Thanks for checking out the MLSecOps Podcast! Get involved with the MLSecOps Community and find more resources at https://community.mlsecops.com.
Additional tools and resources to check out:
Protect AI Guardian: Zero Trust for ML Models

Recon: Automated Red Teaming for GenAI

Protect AI’s ML Security-Focused Open Source Tools

LLM Guard Open Source Security Toolkit for LLM Interactions

Huntr - The World's First AI/Machine Learning Bug Bounty Platform

  continue reading

51 episodes

Artwork
iconShare
 
Manage episode 366663944 series 3461851
Content provided by MLSecOps.com. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by MLSecOps.com 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://staging.podcastplayer.com/legal.

Send us a text

On this week’s episode from The MLSecOps Podcast, we have the pleasure of hearing from Dr. Jennifer Prendki, founder and CEO of Alectio - The DataPrepOps Company. Alectio’s name comes from a blend of the acronym “AL,” standing for Active Learning, and the Latin term for the word “selection,” which is “lectio.”
In this episode, Dr. Prendki defines DataPrepOps for us and describes its contrasts to MLOps, along with how DataPrepOps intersects with MLSecOps best practices. She also discusses data quality, security risks in data science, and the role that data curation plays in helping to mitigate security risks in ML models.

Thanks for checking out the MLSecOps Podcast! Get involved with the MLSecOps Community and find more resources at https://community.mlsecops.com.
Additional tools and resources to check out:
Protect AI Guardian: Zero Trust for ML Models

Recon: Automated Red Teaming for GenAI

Protect AI’s ML Security-Focused Open Source Tools

LLM Guard Open Source Security Toolkit for LLM Interactions

Huntr - The World's First AI/Machine Learning Bug Bounty Platform

  continue reading

51 episodes

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