Transfer Learning Larochelle

Transfer Learning Larochelle

Association for Computing Machinery (ACM) via YouTube Direct link

Intro

1 of 12

1 of 12

Intro

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Transfer Learning Larochelle

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  1. 1 Intro
  2. 2 WHYTRANSFER LEARNING • Deep leaming successes have required a lot of labeled training data
  3. 3 FEW-SHOT LEARNING
  4. 4 MODERN TRANSFER LEARNING: FINE-TUNING
  5. 5 LEARNING PROBLEM STATEMENT
  6. 6 PROTOTYPICAL NETWORKS
  7. 7 MODEL-AGNOSTIC META-LEARNING • Training a 'fine-tuning procedure
  8. 8 EVALUATION: META-DATASET
  9. 9 UNIVERSAL REPRESENTATIONS
  10. 10 UNIVERSAL REPRESENTATION TRANSFORMER
  11. 11 RESULTS
  12. 12 REMAINING CHALLENGES

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