v20200421

Author: vwang0

rnn_class/batch_gru.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import numpy as np
 import theano

rnn_class/batch_parity.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import theano
 import theano.tensor as T

rnn_class/batch_units.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import numpy as np
 import theano
@@ -13,7 +6,6 @@
 def init_weight(Mi, Mo):
     return np.random.randn(Mi, Mo) * np.sqrt(2.0 / Mi)
 
-
 class SimpleRecurrentLayer:
     def __init__(self, Mi, Mo, activation):
         self.Mi = Mi

rnn_class/batch_wiki.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from future.utils import iteritems
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
 
 import os
 import sys
@@ -20,7 +13,6 @@
 from util import init_weight, get_wikipedia_data
 from brown import get_sentences_with_word2idx_limit_vocab
 
-
 class RNN:
     def __init__(self, D, hidden_layer_sizes, V):
         self.hidden_layer_sizes = hidden_layer_sizes

rnn_class/brown.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 from nltk.corpus import brown
 import operator

rnn_class/gru.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import numpy as np
 import theano

rnn_class/lstm.py

@@ -1,9 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-pythonfrom __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import numpy as np
 import theano

rnn_class/mlp_parity.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import numpy as np
 import theano
@@ -14,7 +7,6 @@
 from util import init_weight, all_parity_pairs
 from sklearn.utils import shuffle
 
-
 class HiddenLayer(object):
     def __init__(self, M1, M2, an_id):
         self.id = an_id

rnn_class/poetry_classifier.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import theano
 import theano.tensor as T

rnn_class/rrnn_language.py

@@ -1,11 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from future.utils import iteritems
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import theano
 import theano.tensor as T

rnn_class/srn_language.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from future.utils import iteritems
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
 
 
 import theano

rnn_class/srn_language_tf.py

@@ -1,11 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from future.utils import iteritems
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import tensorflow as tf
 import numpy as np

rnn_class/srn_parity.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import theano
 import theano.tensor as T

rnn_class/srn_parity_tf.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import tensorflow as tf
 import numpy as np

rnn_class/tf_parity.py

@@ -1,22 +1,8 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import tensorflow as tf
 import numpy as np
 import matplotlib.pyplot as plt
 
-# from tensorflow.python.ops import rnn as rnn_module
-
-######## This only works for pre-1.0 versions ##########
-# from tensorflow.python.ops.rnn import rnn as get_rnn_output
-# from tensorflow.python.ops.rnn_cell import BasicRNNCell, GRUCell
-########################################################
-
 ########## This works for TensorFlow v1.0 ##############
 from tensorflow.contrib.rnn import static_rnn as get_rnn_output
 from tensorflow.contrib.rnn import BasicRNNCell, GRUCell

rnn_class/util.py

@@ -1,10 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import numpy as np
 import string

rnn_class/visualize_embeddings.py

@@ -1,11 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from future.utils import iteritems
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import json
 import numpy as np

rnn_class/wiki.py

@@ -1,11 +1,3 @@
-# https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
-# https://udemy.com/deep-learning-recurrent-neural-networks-in-python
-from __future__ import print_function, division
-from future.utils import iteritems
-from builtins import range
-# Note: you may need to update your version of future
-# sudo pip install -U future
-
 
 import sys
 import theano