Original notebook, written in Italian, with my unfiltered comments about the experience of discovering this magnificent field.
The final graduation thesis, in Italian
Original code used to gather the data for the experiments of the thesis.
lwf_train.py
: Learning without Forgetting implementation
wesad_data.py
: preprocessingwesad_continual_autotest.py
: automatized script that runs all the experimentswesad_total_search.py
: grid search for the model parameterswesad_sumtrain.py
: cumulative continual learning trainingwesad_lwf.py
: Learning without Forgetting trainingwesad_ewc_train.py
: Elastic Weight Consolidation implementationwesad_ewc.py
: Elastic Weight Consolidation training
ascertain_data.py
: preprocessingascertain_continual_autotest.py
: automatized script that runs all the experimentsascertain_totalsearch.py
: grid search for the model parametersascertain_totaltrain.py
: offline learning trainingascertain_replaytrain.py
: replay continual learning trainingascertain_sumtrain.py
: cumulative continual learning trainingascertain_lwf.py
: Learning without Forgetting trainingascertain_ewc_train.py
: Elastic Weight Consolidation implementationascertain_ewc.py
: Elastic Weight Consolidation trainingascertain_episodic.py
: episodic continual learning training
ascertain_data.py
: preprocessing
ascertain_data_custom.py
: preprocessing