KDD2020 - Transfer Learning Joshi

KDD2020 - Transfer Learning Joshi

Association for Computing Machinery (ACM) via YouTube Direct link

Baselines

13 of 20

13 of 20

Baselines

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

KDD2020 - Transfer Learning Joshi

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

  1. 1 Transfer Learning via Pre-training
  2. 2 Pre-trained Contextualized Representations
  3. 3 BERT [Devlin et al. (2018)]
  4. 4 How can we do better?
  5. 5 Span-based Efficient Pre-training
  6. 6 Pre-training Span Representations
  7. 7 Why is this more efficient?
  8. 8 Random subword masks can be too easy
  9. 9 Which spans to mask?
  10. 10 Why SBO?
  11. 11 Single-sequence Inputs
  12. 12 Evaluation
  13. 13 Baselines
  14. 14 Extractive QA: SQUAD
  15. 15 GLUE
  16. 16 ROBERTA: Scaling BERT
  17. 17 The ROBERTA Recipe
  18. 18 What is still hard?
  19. 19 Next Big Thing: Few Shot Learning?
  20. 20 Next Big Thing: Non-parametric Memories?

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.