Implementing SecMLOps at Every Stage of the ML Pipeline

Implementing SecMLOps at Every Stage of the ML Pipeline

MLOps World: Machine Learning in Production via YouTube Direct link

ML System Architecture

13 of 17

13 of 17

ML System Architecture

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Classroom Contents

Implementing SecMLOps at Every Stage of the ML Pipeline

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  1. 1 Intro
  2. 2 Motivation
  3. 3 Al Security Headline News...
  4. 4 Data Privacy Laws
  5. 5 What does it mean for ML?
  6. 6 Current Challenges
  7. 7 Possible Solutions..@ Org Level
  8. 8 Stages of Security in ML Projects
  9. 9 Stage: Beginner
  10. 10 Beginner Outcome
  11. 11 Stage: Advanced
  12. 12 Stage: PRO
  13. 13 ML System Architecture
  14. 14 ML System Components
  15. 15 SecMLOps - Data Engineering
  16. 16 SecMLOps - Model Deployment & Monitoring
  17. 17 Conclusions

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