Power of Active Sampling for Unsupervised Learning

Power of Active Sampling for Unsupervised Learning

Simons Institute via YouTube Direct link

Low-rank Matrix completion

13 of 22

13 of 22

Low-rank Matrix completion

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

Power of Active Sampling for Unsupervised Learning

Automatically move to the next video in the Classroom when playback concludes

  1. 1 Intro
  2. 2 Big Data, Bigger Systems
  3. 3 Partially observed data
  4. 4 Statistical Learning Tradeoffs
  5. 5 Power of Active Sampling
  6. 6 Gaussian Graphical Models
  7. 7 Passive Graphical Model Selection
  8. 8 Active Graphical Model Selection
  9. 9 Outline
  10. 10 Incoherence & leverage scores
  11. 11 Random sampling for matrix completion
  12. 12 Active sampling for matrix completion
  13. 13 Low-rank Matrix completion
  14. 14 Computational Complexity - Simulations
  15. 15 Effect of Row Coherence - Simulations
  16. 16 Effect of Row Coherence - Theory
  17. 17 Column subset selection (CSS)
  18. 18 Active Matrix Approximation
  19. 19 Summary of results and assumptions
  20. 20 Active sampling for clustering
  21. 21 Acknowledgements
  22. 22 References

Never Stop Learning.

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

Someone learning on their laptop while sitting on the floor.