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Chapter 1: Introduction to One-shot Learning

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Page 1: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

Chapter 1: Introduction to One-shotLearning

Page 2: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 3: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 4: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Chapter 2: Metrics-Based Methods

Page 5: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 6: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 7: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 8: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 9: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 10: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Chapter 3: Model-Based Methods

Page 11: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 12: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 13: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 14: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Chapter 4: Optimization-Based Methods

Page 15: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 16: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 17: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Chapter 5: Generative Modeling-BasedMethods

Page 18: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 19: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Page 20: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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Chapter 6: Conclusions and OtherApproaches

Page 21: Chapter 1: Introduction to One-shot Learning€¦ · One-shot Learning Data Augmentation Metrics -Based Methods Models Based Methods Optimization -Based Methods Generative Modeling

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