Few-Shot Learning with Reptile - Keras Code Examples

This video walks through an implementation of Reptile in Keras using the Omniglot dataset. I was really inspired by this example, I think the Omniglot challenge of dynamically being able to recombine characters to form new alphabets is an incredibly interesting problem, connecting Human and Artificial Intelligence. I hope you found this example interesting as well, please check out the rest of the Keras Code Example playlist!

Content Links:
Few-shot learning with reptile: https://keras.io/examples/vision/rept...
On First-Order Meta Learning: https://arxiv.org/pdf/1803.02999.pdf
MAML: https://arxiv.org/pdf/1703.03400.pdf
Generative Teaching Networks: https://arxiv.org/pdf/1912.07768.pdf
Teaching with Commentaries: https://arxiv.org/pdf/2011.03037.pdf
Meta Pseudo Labels: https://arxiv.org/pdf/2003.10580.pdf

Reptile Chapters
0:00 Beginning
0:44 Reptile Motivation
5:05 Hyperparameters of Meta-Training
5:48 DataLoader
12:04 Visualizing Omniglot Samples
13:50 The Model
14:48 The Training Loop
19:52 Results