def deep5_main_comp(df): df = restrict_or_unset(df, filter_length_4=10, num_filters_time=25, double_time_convs=False, split_first_layer=True,) df = restrict_or_unset(df, batch_modifier='null', first_nonlin='elu', later_nonlin='elu', batch_norm=True) df = restrict_or_unset(df, drop_p=0.5, drop_prob=0.5) return df
def deep5_main_comp(df): df = restrict_or_unset( df, filter_length_4=10, num_filters_time=25, double_time_convs=False, split_first_layer=True, ) df = restrict_or_unset(df, batch_modifier='null', first_nonlin='elu', later_nonlin='elu', batch_norm=True) df = restrict_or_unset(df, drop_p=0.5, drop_prob=0.5) return df
def main_comp_csp(df): return restrict(restrict_or_unset(df, standardize=False, standardize_filt_cnt=False, standardize_epo=False, standardize_cnt=False), low_bound=0)
def shallow_main_comp(df): df = restrict(df, layers='cnt_shallow_square', first_nonlin='square', post_pool_nonlin='safe_log', pool_mode='average_exc_pad') df = restrict_or_unset( df, drop_p=0.5, batch_modifier='null', ) return df
def shallow_main_comp(df): df = restrict(df, layers='cnt_shallow_square', first_nonlin='square', post_pool_nonlin='safe_log', pool_mode='average_exc_pad') df = restrict_or_unset(df, drop_p=0.5, batch_modifier='null',) return df