diff --git a/dream.ipynb b/dream.ipynb
index 07bf138..7e83625 100644
--- a/dream.ipynb
+++ b/dream.ipynb
@@ -19,13 +19,13 @@
      "source": [
       "# Deep Dreams (with Caffe)\n",
       "\n",
-      "This notebook demonstrates how to use [Caffe](http://caffe.berkeleyvision.org/) neural network framework to produce \"dream\" visuals shown in the [Google Research blog post](http://googleresearch.blogspot.ch/2015/06/inceptionism-going-deeper-into-neural.html).\n",
+      "This notebook demonstrates how to use the [Caffe](http://caffe.berkeleyvision.org/) neural network framework to produce \"dream\" visuals shown in the [Google Research blog post](http://googleresearch.blogspot.ch/2015/06/inceptionism-going-deeper-into-neural.html).\n",
       "\n",
       "It'll be interesting to see what imagery people are able to generate using the described technique. If you post images to Google+, Facebook, or Twitter, be sure to tag them with **#deepdream** so other researchers can check them out too.\n",
       "\n",
       "##Dependencies\n",
       "This notebook is designed to have as few dependencies as possible:\n",
-      "* Standard Python scientific stack: [NumPy](http://www.numpy.org/), [SciPy](http://www.scipy.org/), [PIL](http://www.pythonware.com/products/pil/), [IPython](http://ipython.org/). Those libraries can also be installed as a part of one of scientific packages for Python, such as [Anaconda](http://continuum.io/downloads) or [Canopy](https://store.enthought.com/).\n",
+      "* Standard Python scientific stack: [NumPy](http://www.numpy.org/), [SciPy](http://www.scipy.org/), [PIL](http://www.pythonware.com/products/pil/), [IPython](http://ipython.org/). Those libraries can also be installed as a part of one of the scientific packages for Python, such as [Anaconda](http://continuum.io/downloads) or [Canopy](https://store.enthought.com/).\n",
       "* [Caffe](http://caffe.berkeleyvision.org/) deep learning framework ([installation instructions](http://caffe.berkeleyvision.org/installation.html)).\n",
       "* Google [protobuf](https://developers.google.com/protocol-buffers/) library that is used for Caffe model manipulation."
      ]
@@ -234,7 +234,7 @@
       "id": "QrcdU-lmOZNx"
      },
      "source": [
-      "Now we are ready to let the neural network to reveal its dreams! Let's take a [cloud image](https://commons.wikimedia.org/wiki/File:Appearance_of_sky_for_weather_forecast,_Dhaka,_Bangladesh.JPG) as a starting point:"
+      "Now we are ready to let the neural network reveal its dreams! Let's take a [cloud image](https://commons.wikimedia.org/wiki/File:Appearance_of_sky_for_weather_forecast,_Dhaka,_Bangladesh.JPG) as a starting point:"
      ]
     },
     {