FALL - Framework for Adaptive Life-Long Learning
FALL is designed to enable both practitioners and researchers to develop and implement machine learning systems for streaming data, in the presence of changing conditions. FALL is a framework for building adaptive learning systems capable of incrementally learning from streaming data, and adapting to changing conditions. FALL is modular, based around a standard architecture for adaptive learning. This enables existing methods to be easily recreated, as well as novel methods to be easily implemented without re-implementing standard components.
Installation
pip install fall-ml==0.0.1
Documentation
Please refer to the package homepage for more information and documentation.
Examples
Please refer to the binder link for interactive examples.
Contents:
- fall.adaptive_learning package
- Submodules
- fall.adaptive_learning.base module
- fall.adaptive_learning.buffer module
- fall.adaptive_learning.classifier_adaptation module
- fall.adaptive_learning.discrete_segment module
- fall.adaptive_learning.reidentification_schedulers module
- fall.adaptive_learning.test_base_adaptive_learner module
- fall.adaptive_learning.test_base_buffer_adaptive_learner module
- fall.adaptive_learning.test_buffer module
- fall.adaptive_learning.test_classifier_adaptation module
- fall.adaptive_learning.test_discrete_segment_AL module
- fall.adaptive_learning.test_reidentification_schedulers module
- Module contents
- fall.classifiers package
- fall.concept_representations package
- Submodules
- fall.concept_representations.base module
- fall.concept_representations.error_rate_representation module
- fall.concept_representations.meta_feature_distributions module
- fall.concept_representations.test_distributions module
- fall.concept_representations.test_representations module
- Module contents
- fall.data package
- fall.repository package
- Submodules
- fall.repository.base module
- fall.repository.comparers module
- fall.repository.test_addition module
- fall.repository.test_comparers module
- fall.repository.test_deletion module
- fall.repository.test_repository module
- fall.repository.test_transition_fsm module
- fall.repository.transition_fsm module
- Module contents
- fall.states package
- fall package
- fall