diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000..238f06bbce
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,112 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+env/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Mr Developer
+.mr.developer.cfg
+.pydevproject
+.project
+.settings/
+.idea/
+.DS_Store
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# SageMath parsed files
+*.sage.py
+
+# dotenv
+.env
+
+# virtualenv
+.venv
+venv/
+ENV/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+
+# polyaxon configs
+.polyaxon/
diff --git a/.polyaxonignore b/.polyaxonignore
new file mode 100644
index 0000000000..1d0cb7d68c
--- /dev/null
+++ b/.polyaxonignore
@@ -0,0 +1,13 @@
+
+.git
+.eggs
+eggs
+lib
+lib64
+parts
+sdist
+var
+*.pyc
+*.swp
+.DS_Store
+./.polyaxon
diff --git a/README.md b/README.md
index 6039b0d710..d93ea528dc 100644
--- a/README.md
+++ b/README.md
@@ -32,3 +32,32 @@ These notebooks use Python 3.6 and Keras 2.0.8. They were generated on a p2.xlar
     * [8.4: Generating images with VAEs](http://nbviewer.jupyter.org/github/fchollet/deep-learning-with-python-notebooks/blob/master/8.4-generating-images-with-vaes.ipynb)
     * [8.5: Introduction to GANs](http://nbviewer.jupyter.org/github/fchollet/deep-learning-with-python-notebooks/blob/master/8.5-introduction-to-gans.ipynb
 )
+
+
+## Run on Polyaxon
+
+In order to run these Jupyter notebooks on Polyaxon: 
+
+ * Deploy [Polyaxon](https://docs.polyaxon.com/installation/deploy_polyaxon/)
+ * Install the [polyaxon-cli](https://docs.polyaxon.com/installation/install_polyaxon_cli/)
+ * To run the notebooks on GPU use `polyaxonfile_gpu.yml` instead of `polyaxonfile.yml`
+
+
+```bash
+# Clone the project 
+git clone https://github.com/polyaxon/deep-learning-with-python-notebooks-on-polyaxon.git
+
+cd deep-learning-with-python-notebooks-on-polyaxon
+
+# Login to polyaxon
+polyaxon login --username=<USERNAME>
+
+# Create Project
+polyaxon project create --name='deep-learning-with-python-notebooks-on-polyaxon' --description='Jupyter notebooks for the code samples of the book "Deep Learning with Python" on Polyaxon'
+
+# Init the project
+polyaxon init deep-learning-with-python-notebooks-on-polyaxon
+
+# Start the Jupyter notebook on polyaxon with the notebooks
+polyaxon notebook start -f polyaxonfile.yml -u
+```
diff --git a/polyaxonfile.yml b/polyaxonfile.yml
new file mode 100644
index 0000000000..dbf385ee40
--- /dev/null
+++ b/polyaxonfile.yml
@@ -0,0 +1,10 @@
+---
+version: 1
+
+kind: notebook
+
+build:
+  image: tensorflow/tensorflow:1.4.1-py3
+  steps:
+    - pip3 install --no-cache-dir -U polyaxon-helper
+    - pip3 install jupyter
diff --git a/polyaxonfile_gpu.yml b/polyaxonfile_gpu.yml
new file mode 100644
index 0000000000..d40f794734
--- /dev/null
+++ b/polyaxonfile_gpu.yml
@@ -0,0 +1,10 @@
+---
+version: 1
+
+kind: notebook
+
+build:
+  image: tensorflow/tensorflow:1.4.1-gpu-py3
+  steps:
+    - pip3 install --no-cache-dir -U polyaxon-helper
+    - pip3 install jupyter