ML Model Deployment Lifecycle Threats
What could go wrong during the ML model deployment lifecycle (Part 2)?
Continuing the example threat model from last time. It is based on the talk "Kubernetes MLSec: Securing AI in Space" by Francesco Beltramini and James Callaghan of ControlPlane.
Link: [https://www.youtube.com/watch?v=gjl-lTF70HE]
Find the first part of the threat model here https://securingbits.com/ml-model-development-lifecycle-threats.
About the author
Everything I do professionally is around helping engineers create amazing applications that are both secure and reliable. That’s why I build engineering tools and educational content that simplify application security.
Throughout my career, I have performed security audits for private and open-source projects, and have found critical vulnerabilities in Google and Mozilla products. I have also taught security to hundreds of engineers and students, while I have also been an external lecturer and Ph.D. candidate in computer science at the Technical University of Denmark.
Here are some of the things I’m working on right now:
- Developing a tool 🛠️ that helps software engineers build applications which comply with privacy requirements
- Creating weekly educational content on application security using comic art 🦇
- Creating a blog 📝 on security at securingbits.com
If you’re interested in learning more about application security, I’d love to hear from you. Feel free to send me a message, and make sure to follow me so I can make security easy for you 🙂
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