---
title: "Discussion on \"ML Model Development Lifecycle Threats\" | Hashnode"
description: "Discussion on \"ML Model Development Lifecycle Threats\". What could go wrong during the ML model development lifecycle?\nHere is an example threat model based on the talk \"Kubernetes MLSec: Securing AI in Space\" by Francesco Beltramini and James Callaghan of ControlPlane.\nLink: [https://www.youtube.com/watc..."
url: "https://hashnode.com/posts/ml-model-development-lifecycle-threats/663b4d4c526f33a868d1b66b"
---

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# [ML Model Development Lifecycle Threats](https://securingbits.com/ml-model-development-lifecycle-threats?utm_source=hashnode&utm_medium=feed)

What could go wrong during the ML model development lifecycle? Here is an example threat model based on the talk "Kubernetes MLSec: Securing AI in Space" by Francesco Beltramini and James Callaghan of ControlPlane. Link: \[https://www.youtube.com/watc...

May 8, 2024 · 1 min read · securingbits.com  
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## Written by

[Panagiotis Vasilikos](https://hashnode.com/@panvasi)

@panvasi · Copenhagen, Denmark

  
[View profile](https://hashnode.com/@panvasi)

I help engineers secure their applications with weekly content | PhD | OSCP | ECPPT

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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