Black Friday 2024: 25+ Ways to Save on Online Learning
When the Magic Wears Off - Flaws in ML for Security Evaluations and What to Do About It

When the Magic Wears Off - Flaws in ML for Security Evaluations and What to Do About It

Security BSides London via YouTube Direct link

Time Decay

6 of 11
Previous
Next

6 of 11

Time Decay

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

When the Magic Wears Off - Flaws in ML for Security Evaluations and What to Do About It

Automatically move to the next video in the Classroom when playback concludes
  1. 1 Intro
  2. 2 ML for Security
  3. 3 The magic of cross-validation
  4. 4 The curse of cross-validation
  5. 5 Temporally inconsistent datasets
  6. 6 Time Decay
  7. 7 Bias From Imbalanced Testing
  8. 8 Tuning the Training Ratio
  9. 9 Evaluation Constraints
  10. 10 Discussion (2/2)
  11. 11 Conclusion

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.