diff --git a/4. Conclusions.ipynb b/4. Conclusions.ipynb
index 7d090ae..1ab9fcf 100644
--- a/4. Conclusions.ipynb	
+++ b/4. Conclusions.ipynb	
@@ -34,7 +34,7 @@
     }
    },
    "source": [
-    "<img src=\"imgs/keras_rank_1.jpg\" width=\"65%\" />"
+    "<img src=\"imgs/keras_rank.jpg\" width=\"65%\" />"
    ]
   },
   {
@@ -45,7 +45,7 @@
     }
    },
    "source": [
-    "<img src=\"imgs/keras_rank_2.jpg\" width=\"65%\" />"
+    "<img src=\"imgs/keras_rank_details.jpg\" width=\"65%\" />"
    ]
   },
   {
@@ -69,8 +69,8 @@
    "source": [
     "#### Cutting Edge\n",
     "\n",
-    "* Fractal Net Implementation with Keras: https://github.com/snf/keras-fractalnet -\n",
-    "* Please check out: [https://github.com/fchollet/keras-resources]()"
+    "* Fractal Net Implementation with Keras: [https://github.com/snf/keras-fractalnet](https://github.com/snf/keras-fractalnet) -\n",
+    "* Please check out: [https://github.com/fchollet/keras-resources](https://github.com/fchollet/keras-resources)"
    ]
   },
   {
@@ -104,7 +104,6 @@
   }
  ],
  "metadata": {
-  "celltoolbar": "Slideshow",
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
@@ -120,9 +119,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.5.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
diff --git a/imgs/keras_rank.jpg b/imgs/keras_rank.jpg
new file mode 100644
index 0000000..a1d5857
Binary files /dev/null and b/imgs/keras_rank.jpg differ
diff --git a/imgs/keras_rank_1.jpg b/imgs/keras_rank_1.jpg
deleted file mode 100755
index fb4cb9b..0000000
Binary files a/imgs/keras_rank_1.jpg and /dev/null differ
diff --git a/imgs/keras_rank_2.jpg b/imgs/keras_rank_2.jpg
deleted file mode 100755
index e44f77c..0000000
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diff --git a/imgs/keras_rank_details.jpg b/imgs/keras_rank_details.jpg
new file mode 100644
index 0000000..5eb4a74
Binary files /dev/null and b/imgs/keras_rank_details.jpg differ