Deep Multi-Task and Meta Learning - Autumn 2022

Deep Multi-Task and Meta Learning - Autumn 2022

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Stanford CS330 Deep Multi-Task & Meta Learning - What is multi-task learning? I 2022 I Lecture 1

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1 of 17

Stanford CS330 Deep Multi-Task & Meta Learning - What is multi-task learning? I 2022 I Lecture 1

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Deep Multi-Task and Meta Learning - Autumn 2022

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  1. 1 Stanford CS330 Deep Multi-Task & Meta Learning - What is multi-task learning? I 2022 I Lecture 1
  2. 2 Stanford CS330 Deep Multi-Task & Meta Learning - Multi-Task Learning Basics I 2022 I Lecture 2
  3. 3 Stanford CS330 Deep Multi-Task & Meta Learning - Transfer Learning, Meta Learning l 2022 I Lecture 3
  4. 4 Stanford CS330 Deep Multi-Task & Meta Learning - Black Box Meta Learning l 2022 I Lecture 4
  5. 5 Stanford CS330 Deep Multi-Task & Meta Learning - Optimization-Based Meta-Learning l 2022 I Lecture 5
  6. 6 Stanford CS330 Deep Multi-Task & Meta Learning - Non-Parametric Few-Shot Learning l 2022 I Lecture 6
  7. 7 Stanford CS330 I Unsupervised Pre-Training:Contrastive Learning l 2022 I Lecture 7
  8. 8 Stanford CS330 I Unsupervised Pre-training for Few-shot Learning l 2022 I Lecture 8
  9. 9 Stanford CS330 I Advanced Meta-Learning TopicsTask Construction l 2022 I Lecture 9
  10. 10 Stanford CS330 I Advanced Meta-Learning 2: Large-Scale Meta-Optimization l 2022 I Lecture 10
  11. 11 Stanford CS330 I Variational Inference and Generative Models l 2022 I Lecture 11
  12. 12 Stanford CS330 Deep Multi-Task & Meta Learning - Bayesian Meta-Learning l 2022 I Lecture 12
  13. 13 Stanford CS330 Deep Multi-Task & Meta Learning - Domain Adaptation l 2022 I Lecture 13
  14. 14 Stanford CS330 Deep Multi-Task & Meta Learning - Domain Generalization l 2022 I Lecture 14
  15. 15 Stanford CS330 Deep Multi-Task & Meta Learning - Lifelong Learning I 2022 I Lecture 15
  16. 16 Stanford CS330 Deep Multi-Task & Meta Learning - Frontiers and Open Challenges I 2022 I Lecture 16
  17. 17 Stanford CS330 Deep Multi-Task & Meta Learning - Percy Liang Guest Lecture I 2022 I Lecture 17

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