maml

MAML - Coursework of Machine Learning MPhil at Cambridge

This repository aims to reproduce the paper "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks" - https://arxiv.org/abs/1703.03400
This is MLMI4 Advanced Machine Learning Coursework

Results

MAML	1-shot	5-shot
5-way	94.7±0.5	98.8±0.1
20-way	83.4±0.4	94.1±0.2

5-way	1-shot	5-shot
MAML	45.14±1.99	62.06±1.58
FOMAL	43.84±1.97	58.66±1.95

Name		Name	Last commit message	Last commit date
Latest commit History 21 Commits
models		models
README.md		README.md
imagenet.py		imagenet.py
imagenet_approx.py		imagenet_approx.py
imagenet_eval.py		imagenet_eval.py
imagenet_loader.py		imagenet_loader.py
omniglot.py		omniglot.py
omniglot_eval.py		omniglot_eval.py
omniglot_loader.py		omniglot_loader.py
regression.py		regression.py
regression_eval.ipynb		regression_eval.ipynb
regression_pretrain.py		regression_pretrain.py