old_contents: # Saves params to a dictionary
  import cPickle as pickle
  import numpy as np
  
  # Define parameters for cross-validation
  params_dict = {}
  params_dict['batch_sizes'] = (23,46,161)
  params_dict['dropouts'] = (0.25, 0.5)
  params_dict['hidden_nodes'] = (32,64,128)
  params_dict['activations'] = ('softmax', 'tanh', 'sigmoid')
  params_dict['inits'] = ('glorot_uniform', 'glorot_normal', 'uniform')
  
  # Save pickled version
  pickle.dump(params_dict, open('params_dict.pkl', 'wb'))
new_contents: # Saves params to a dictionary
  import cPickle as pickle
  import numpy as np
  
  # Define parameters for cross-validation
  params_dict = {}
  params_dict['batch_sizes'] = (7, 14)
  params_dict['dropouts'] = (0.25, 0.5, 0.75)
  params_dict['hidden_nodes'] = (32,64,128)
  params_dict['activations'] = ('softmax', 'tanh', 'sigmoid')
  params_dict['inits'] = ('glorot_uniform', 'glorot_normal', 'uniform')
  
  # Save pickled version
  pickle.dump(params_dict, open('params_dict.pkl', 'wb'))
subject: fix params