diff --git a/.gitignore b/.gitignore
index 1dc2d47783429f1e6653d48206f1b876af3e30ac..bf72bf18dbbb353b21509e046d928e3777af3cf3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,3 @@
 *.pyc
-*.h5
+#*.h5
 #/HousesDataset/
\ No newline at end of file
diff --git a/house_prices_estimation_example_data.py b/house_prices_estimation_example_data.py
index c51f2cc4d49f76f8488d1cd444c47e58528d9bf8..e95c5f7769a37dbbd13d3ea1800aa6f0460310c3 100644
--- a/house_prices_estimation_example_data.py
+++ b/house_prices_estimation_example_data.py
@@ -1,4 +1,5 @@
 # -*- coding: utf-8 -*-
+import set_python_path
 from tensorflow_core.python.keras.engine.input_layer import Input
 from tensorflow_core.python.keras.layers.core import Dense, Dropout
 from tensorflow_core.python.keras.models import Sequential, Model
diff --git a/house_prices_estimation_example_image.py b/house_prices_estimation_example_image.py
index a2e06fbc24408d89efe2638c143b2e80e6cafac4..ab6ee293f447e1427bb2b8dcbc16942c1392fb5d 100644
--- a/house_prices_estimation_example_image.py
+++ b/house_prices_estimation_example_image.py
@@ -1,6 +1,6 @@
 # -*- coding: utf-8 -*-
 import os
-
+import set_python_path
 from tensorflow_core.python.keras.datasets import cifar10
 from tensorflow_core.python.keras.engine.input_layer import Input
 from tensorflow_core.python.keras.layers.convolutional import Conv2D
diff --git a/house_prices_estimation_example_image_and_data.py b/house_prices_estimation_example_image_and_data.py
index f1d1c84f47ac9036c0f07cbd087bcbb26068611f..3e138371e1045abb1bf74f04601544c7e7de3cac 100644
--- a/house_prices_estimation_example_image_and_data.py
+++ b/house_prices_estimation_example_image_and_data.py
@@ -1,7 +1,6 @@
 # -*- coding: utf-8 -*-
+import set_python_path
 from tensorflow_core.python.keras.layers.merge import Concatenate
-
-
 from house_prices_estimation_example_data import generate_simple_regression_model
 from house_prices_estimation_example_image import generate_simple_cnn_regression_model
 
diff --git a/pretrained_cifar100.h5 b/pretrained_cifar100.h5
new file mode 100644
index 0000000000000000000000000000000000000000..2a9af9e6579d195ba33ad22557a81f60e11eaf27
Binary files /dev/null and b/pretrained_cifar100.h5 differ
diff --git a/set_python_path.py b/set_python_path.py
new file mode 100644
index 0000000000000000000000000000000000000000..f78b3b7c8ab29724ee8f298f2fb2e0fbcb83657b
--- /dev/null
+++ b/set_python_path.py
@@ -0,0 +1,9 @@
+# -*- coding: utf-8 -*-
+__author__ = 106360
+
+import sys
+import os
+
+curr_path = os.path.dirname(os.path.realpath(__file__))
+sys.path.append(curr_path)
+
diff --git a/tutorial_regression_data.ipynb b/tutorial_regression_data.ipynb
index 4b81e57fcd9605d2ef04bfc2a2dd6b3316265e06..981e223e2c5925a975da44b5ce2fd3d995880112 100644
--- a/tutorial_regression_data.ipynb
+++ b/tutorial_regression_data.ipynb
@@ -24,7 +24,6 @@
     "!pip install tensorflow-gpu==2.0.0-rc0\n",
     "#!sh download_dataset.sh#%% md\n",
     "!git clone https://git.code.tecnalia.com/comvis_public/pilula_deep_learning.git\n",
-    "!cd pilula_deep_learning\n",
     "# Test regression model"
    ]
   },
@@ -33,7 +32,11 @@
    "execution_count": 11,
    "outputs": [],
    "source": [
-    "from house_prices_estimation_example_data import *"
+    "try:\n",
+    "    from house_prices_estimation_example_data import *\n",
+    "except:\n",
+    "    from pilula_deep_learning.house_prices_estimation_example_data import *\n",
+    "    "
    ],
    "metadata": {
     "collapsed": false,
diff --git a/tutorial_regression_data_image.ipynb b/tutorial_regression_data_image.ipynb
index 9ec7a336cde708178da9c47a2861c7f7a242be4a..d0c75d59e0689b8bbd3f177975802253cb943e3d 100644
--- a/tutorial_regression_data_image.ipynb
+++ b/tutorial_regression_data_image.ipynb
@@ -24,7 +24,6 @@
     "!pip install tensorflow-gpu==2.0.0-rc0\n",
     "#!sh download_dataset.sh#%% md\n",
     "!git clone https://git.code.tecnalia.com/comvis_public/pilula_deep_learning.git\n",
-    "!cd pilula_deep_learning\n",
     "# Test regression model"
    ]
   },
@@ -33,7 +32,10 @@
    "execution_count": 11,
    "outputs": [],
    "source": [
-    "from house_prices_estimation_example_image_and_data import *"
+    "try:\n",
+    "    from house_prices_estimation_example_image_and_data import *\n",
+    "except:\n",
+    "    from pilula_deep_learning.house_prices_estimation_example_image_and_data import *\n"
    ],
    "metadata": {
     "collapsed": false,
diff --git a/tutorial_regression_image_finetune.ipynb b/tutorial_regression_image_finetune.ipynb
index 074dc824b9f88c066aacebf69fe936e591c8fd99..9d207bc771b1476a965489edb89aa100d9fdadaf 100644
--- a/tutorial_regression_image_finetune.ipynb
+++ b/tutorial_regression_image_finetune.ipynb
@@ -24,7 +24,6 @@
     "!pip install tensorflow-gpu==2.0.0-rc0\n",
     "#!sh download_dataset.sh#%% md\n",
     "!git clone https://git.code.tecnalia.com/comvis_public/pilula_deep_learning.git\n",
-    "!cd pilula_deep_learning\n",
     "\n",
     "# Test regression model"
    ]
@@ -34,7 +33,10 @@
    "execution_count": 4,
    "outputs": [],
    "source": [
-    "from house_prices_estimation_example_image import *"
+    "try:\n",
+    "    from house_prices_estimation_example_image import *\n",
+    "except:\n",
+    "    from pilula_deep_learning.house_prices_estimation_example_image import *\n"
    ],
    "metadata": {
     "collapsed": false,
diff --git a/tutorial_regression_image_scratch.ipynb b/tutorial_regression_image_scratch.ipynb
index a0a1618d6c3aece5b3b1ff90e82dfb86ab565cab..2cd79930ae9783001c912f7917b5c750e49d964f 100644
--- a/tutorial_regression_image_scratch.ipynb
+++ b/tutorial_regression_image_scratch.ipynb
@@ -23,7 +23,6 @@
     "#pip install tensorflow==2.0.0-rc0\n",
     "!pip install tensorflow-gpu==2.0.0-rc0\n",
     "!git clone https://git.code.tecnalia.com/comvis_public/pilula_deep_learning.git\n",
-    "!cd pilula_deep_learning\n",
     "#!sh download_dataset.sh#%% md\n",
     "\n",
     "# Test regression model"
@@ -34,7 +33,10 @@
    "execution_count": 11,
    "outputs": [],
    "source": [
-    "from house_prices_estimation_example_image import *"
+    "try:\n",
+    "    from house_prices_estimation_example_image import *\n",
+    "except:\n",
+    "    from pilula_deep_learning.house_prices_estimation_example_image import *\n"
    ],
    "metadata": {
     "collapsed": false,