Merge pull request lisa-lab#31 from nouiz/master

Fix typo and fix reference to old class that was renamed

Author: lamblin

code/convolutional_mlp.py

@@ -171,7 +171,7 @@ def evaluate_lenet5(learning_rate=0.1, n_epochs=200,
             image_shape=(batch_size, nkerns[0], 12, 12),
             filter_shape=(nkerns[1], nkerns[0], 5, 5), poolsize=(2, 2))
 
-    # the TanhLayer being fully-connected, it operates on 2D matrices of
+    # the HiddenLayer being fully-connected, it operates on 2D matrices of
     # shape (batch_size,num_pixels) (i.e matrix of rasterized images).
     # This will generate a matrix of shape (20,32*4*4) = (20,512)
     layer2_input = layer1.output.flatten(2)

code/mlp.py

@@ -107,7 +107,7 @@ class MLP(object):
 
     A multilayer perceptron is a feedforward artificial neural network model
     that has one layer or more of hidden units and nonlinear activations.
-    Intermediate layers usually have as activation function thanh or the
+    Intermediate layers usually have as activation function tanh or the
     sigmoid function (defined here by a ``HiddenLayer`` class)  while the
     top layer is a softamx layer (defined here by a ``LogisticRegression``
     class).