├── .gitignore ├── README.md ├── data.py ├── experiment_builder.py ├── experiment_config ├── alfa+maml.json ├── alfa+maml_resnet12.json ├── alfa+random_init.json └── alfa+random_init_resnet12.json ├── experiment_scripts ├── alfa+maml.sh ├── alfa+maml_resnet12.sh ├── alfa+random_init.sh └── alfa+random_init_resnet12.sh ├── few_shot_learning_system.py ├── inner_loop_optimizers.py ├── install.sh ├── meta_neural_network_architectures.py ├── train_maml_system.py └── utils ├── __init__.py ├── dataset_tools.py ├── parser_utils.py └── storage.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/README.md -------------------------------------------------------------------------------- /data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/data.py -------------------------------------------------------------------------------- /experiment_builder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/experiment_builder.py -------------------------------------------------------------------------------- /experiment_config/alfa+maml.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/experiment_config/alfa+maml.json -------------------------------------------------------------------------------- /experiment_config/alfa+maml_resnet12.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/experiment_config/alfa+maml_resnet12.json -------------------------------------------------------------------------------- /experiment_config/alfa+random_init.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/experiment_config/alfa+random_init.json -------------------------------------------------------------------------------- /experiment_config/alfa+random_init_resnet12.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/experiment_config/alfa+random_init_resnet12.json -------------------------------------------------------------------------------- /experiment_scripts/alfa+maml.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/experiment_scripts/alfa+maml.sh -------------------------------------------------------------------------------- /experiment_scripts/alfa+maml_resnet12.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/experiment_scripts/alfa+maml_resnet12.sh -------------------------------------------------------------------------------- /experiment_scripts/alfa+random_init.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/experiment_scripts/alfa+random_init.sh -------------------------------------------------------------------------------- /experiment_scripts/alfa+random_init_resnet12.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/experiment_scripts/alfa+random_init_resnet12.sh -------------------------------------------------------------------------------- /few_shot_learning_system.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/few_shot_learning_system.py -------------------------------------------------------------------------------- /inner_loop_optimizers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/inner_loop_optimizers.py -------------------------------------------------------------------------------- /install.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/install.sh -------------------------------------------------------------------------------- /meta_neural_network_architectures.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/meta_neural_network_architectures.py -------------------------------------------------------------------------------- /train_maml_system.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/train_maml_system.py -------------------------------------------------------------------------------- /utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /utils/dataset_tools.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/utils/dataset_tools.py -------------------------------------------------------------------------------- /utils/parser_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/utils/parser_utils.py -------------------------------------------------------------------------------- /utils/storage.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/baiksung/ALFA/HEAD/utils/storage.py --------------------------------------------------------------------------------