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experiments.txt
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experiments.txt
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GENERAL TO-DO LIST:
- save model (name via command line argument)
- run experiments w/ diff hyperparams
- fix loss function
- F1-score: ~60%
HYPERPARAMETERS TO TUNE:
- dropout rate
- window size
EXPERIMENTS TO RUN: (stop early if only zero f1 score for first 3 epochs)
- reg binary cross entropy loss, dropout = 0.2, num_hidden_units=[200, 200]
- reg binary cross entropy loss, dropout = 0.3, num_hidden_units=[200, 200]
- reg binary cross entropy loss, dropout = 0.4, num_hidden_units=[200, 200]
- reg binary cross entropy loss, dropout = 0.5, num_hidden_units=[200, 200]
- reg binary cross entropy loss, dropout = 0.2, num_hidden_units=[1000, 200]
- reg binary cross entropy loss, dropout = 0.3, num_hidden_units=[1000, 200]
- reg binary cross entropy loss, dropout = 0.4, num_hidden_units=[1000, 200]
- reg binary cross entropy loss, dropout = 0.5, num_hidden_units=[1000, 200]