Notebook

Original notebook, written in Italian, with my unfiltered comments about the experience of discovering this magnificent field.

Thesis

The final graduation thesis, in Italian

Code

Original code used to gather the data for the experiments of the thesis.

• lwf_train.py: Learning without Forgetting implementation

WESAD

• wesad_data.py: preprocessing
• wesad_continual_autotest.py: automatized script that runs all the experiments
• wesad_total_search.py: grid search for the model parameters
• wesad_sumtrain.py: cumulative continual learning training
• wesad_lwf.py: Learning without Forgetting training
• wesad_ewc_train.py: Elastic Weight Consolidation implementation
• wesad_ewc.py: Elastic Weight Consolidation training

ASCERTAIN

• ascertain_data.py: preprocessing
• ascertain_continual_autotest.py: automatized script that runs all the experiments
• ascertain_totalsearch.py: grid search for the model parameters
• ascertain_totaltrain.py: offline learning training
• ascertain_replaytrain.py: replay continual learning training
• ascertain_sumtrain.py: cumulative continual learning training
• ascertain_lwf.py: Learning without Forgetting training
• ascertain_ewc_train.py: Elastic Weight Consolidation implementation
• ascertain_ewc.py: Elastic Weight Consolidation training
• ascertain_episodic.py: episodic continual learning training

Original

• ascertain_data.py: preprocessing

Custom

• ascertain_data_custom.py: preprocessing