Renamed + fixed links

2.1 Deep Convolutional Neural Networks.ipynb → 2.1 Convolutional Neural Networks.ipynb

@@ -879,26 +879,26 @@
     "    Currently, specifying any <code>dilation_rate</code> value != 1 is\n",
     "    incompatible with specifying any <code>strides</code> value != 1.</li>\n",
     "<li><strong>activation</strong>: Activation function to use\n",
-    "    (see <a href=\"../../activations/\">activations</a>).\n",
+    "    (see <a href=\"https://keras.io/activations/\">activations</a>).\n",
     "    If you don't specify anything, no activation is applied\n",
     "    (ie. \"linear\" activation: <code>a(x) = x</code>).</li>\n",
     "<li><strong>use_bias</strong>: Boolean, whether the layer uses a bias vector.</li>\n",
     "<li><strong>kernel_initializer</strong>: Initializer for the <code>kernel</code> weights matrix\n",
-    "    (see <a href=\"../../initializers/\">initializers</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/initializers/\">initializers</a>).</li>\n",
     "<li><strong>bias_initializer</strong>: Initializer for the bias vector\n",
-    "    (see <a href=\"../../initializers/\">initializers</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/initializers/\">initializers</a>).</li>\n",
     "<li><strong>kernel_regularizer</strong>: Regularizer function applied to\n",
     "    the <code>kernel</code> weights matrix\n",
-    "    (see <a href=\"../../regularizers/\">regularizer</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/regularizers/\">regularizer</a>).</li>\n",
     "<li><strong>bias_regularizer</strong>: Regularizer function applied to the bias vector\n",
-    "    (see <a href=\"../../regularizers/\">regularizer</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/regularizers/\">regularizer</a>).</li>\n",
     "<li><strong>activity_regularizer</strong>: Regularizer function applied to\n",
     "    the output of the layer (its \"activation\").\n",
-    "    (see <a href=\"../../regularizers/\">regularizer</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/regularizers/\">regularizer</a>).</li>\n",
     "<li><strong>kernel_constraint</strong>: Constraint function applied to the kernel matrix\n",
-    "    (see <a href=\"../../constraints/\">constraints</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/constraints/\">constraints</a>).</li>\n",
     "<li><strong>bias_constraint</strong>: Constraint function applied to the bias vector\n",
-    "    (see <a href=\"../../constraints/\">constraints</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/constraints/\">constraints</a>).</li>\n",
     "</ul>"
    ]
   },
@@ -997,26 +997,26 @@
     "    Currently, specifying any <code>dilation_rate</code> value != 1 is\n",
     "    incompatible with specifying any stride value != 1.</li>\n",
     "<li><strong>activation</strong>: Activation function to use\n",
-    "    (see <a href=\"../../activations/\">activations</a>).\n",
+    "    (see <a href=\"https://keras.io/activations/\">activations</a>).\n",
     "    If you don't specify anything, no activation is applied\n",
     "    (ie. \"linear\" activation: <code>a(x) = x</code>).</li>\n",
     "<li><strong>use_bias</strong>: Boolean, whether the layer uses a bias vector.</li>\n",
     "<li><strong>kernel_initializer</strong>: Initializer for the <code>kernel</code> weights matrix\n",
-    "    (see <a href=\"../../initializers/\">initializers</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/initializers/\">initializers</a>).</li>\n",
     "<li><strong>bias_initializer</strong>: Initializer for the bias vector\n",
-    "    (see <a href=\"../../initializers/\">initializers</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/initializers/\">initializers</a>).</li>\n",
     "<li><strong>kernel_regularizer</strong>: Regularizer function applied to\n",
     "    the <code>kernel</code> weights matrix\n",
-    "    (see <a href=\"../../regularizers/\">regularizer</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/regularizers/\">regularizer</a>).</li>\n",
     "<li><strong>bias_regularizer</strong>: Regularizer function applied to the bias vector\n",
-    "    (see <a href=\"../../regularizers/\">regularizer</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/regularizers/\">regularizer</a>).</li>\n",
     "<li><strong>activity_regularizer</strong>: Regularizer function applied to\n",
     "    the output of the layer (its \"activation\").\n",
-    "    (see <a href=\"../../regularizers/\">regularizer</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/regularizers/\">regularizer</a>).</li>\n",
     "<li><strong>kernel_constraint</strong>: Constraint function applied to the kernel matrix\n",
-    "    (see <a href=\"../../constraints/\">constraints</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/constraints/\">constraints</a>).</li>\n",
     "<li><strong>bias_constraint</strong>: Constraint function applied to the bias vector\n",
-    "    (see <a href=\"../../constraints/\">constraints</a>).</li>\n",
+    "    (see <a href=\"https://keras.io/constraints/\">constraints</a>).</li>\n",
     "</ul>"
    ]
   },