diff --git a/content/atari/.gitignore b/content/atari/.gitignore
new file mode 100644
index 0000000000000..2fe14ebbaf100
--- /dev/null
+++ b/content/atari/.gitignore
@@ -0,0 +1,151 @@
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# 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
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
\ No newline at end of file
diff --git a/content/atari/README.md b/content/atari/README.md
new file mode 100644
index 0000000000000..e8edf62c05bfe
--- /dev/null
+++ b/content/atari/README.md
@@ -0,0 +1,28 @@
+Project information:
+
+Python, JS (Phaser mainly) and Unity minigames that will later interact with the Star Sailors (eth) layer.
+
+# Python
+* `keras-rl` -> DRL Space Invaders add-on
+* `space-invaders` -> General space invaders game that will be similar to Arcadium (Play Store version)
+
+## Keras-Rl
+Dependencies:
+* Jupyter
+* [Gym[atari]](pip install git+https://github.com/Kojoley/atari-py.git)
+* Keras-rl2
+
+## Space Invaders General
+In two parts:
+
+### Python
+Dependencies:
+* Pygame
+
+### Javascript
+Dependencies:
+* Phaser.js
+
+Github Issue: [#24](https://github.com/signal-k/unity-demo/issues/24)
+
+<!-- Bring streamlit / (other Python APIs) into these games -->
\ No newline at end of file
diff --git a/content/atari/keras-rl/main.py b/content/atari/keras-rl/main.py
new file mode 100644
index 0000000000000..81fc498f04647
--- /dev/null
+++ b/content/atari/keras-rl/main.py
@@ -0,0 +1,6 @@
+import gym
+import random
+
+env = gym.make('SpaceInvaders-v0')
+height, width, channels = env.observation_space.shape
+actions = env.action_space.n
\ No newline at end of file
diff --git a/content/atari/keras-rl/requirements.txt b/content/atari/keras-rl/requirements.txt
new file mode 100644
index 0000000000000..3f886c2ee1795
--- /dev/null
+++ b/content/atari/keras-rl/requirements.txt
@@ -0,0 +1,5 @@
+jupyter
+tensorflow
+gym
+keras-rl2
+gym[atari]
\ No newline at end of file