diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..289f35e
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,27 @@
+#FROM python:3
+#ADD . ~/autocomplete
+#WORKDIR ~/autocomplete
+#RUN pip install -r requirements.txt
+#RUN python setup.py install
+#EXPOSE 8080
+#CMD ["python","start_server.py"]
+
+# this is an official Python runtime, used as the parent image
+FROM python:3.6.5-slim
+
+# set the working directory in the container to /app
+WORKDIR /app
+
+# add the current directory to the container as /app
+ADD . /app
+
+# execute everyone's favorite pip command, pip install -r
+RUN pip install --trusted-host pypi.python.org -r requirements.txt
+
+# unblock port 80 for the Bottle app to run on
+EXPOSE 80
+
+# execute the Flask app
+
+CMD python app.py
+#CMD ["tail","-f","/dev/null"]
diff --git a/README.md b/README.md
index f41dda0..f1b9301 100644
--- a/README.md
+++ b/README.md
@@ -27,6 +27,16 @@ For those short on time, the [ELI5](#explain-like-im-5) section is devoid of nom
 ```python
 import autocomplete
 
+## Play using Docker
+
+  docker build -t autocomp_image .   
+
+## Run Docker container and go to http://localhost:5000/
+
+docker run -d --name autocomp -p 8000:8000 autocomp_image
+
+
+
 # load pickled python Counter objects representing our predictive models
 # I use Peter Norvigs big.txt (http://norvig.com/big.txt) to create the predictive models
 autocomplete.load()
diff --git a/app.py b/app.py
new file mode 100644
index 0000000..f20f26e
--- /dev/null
+++ b/app.py
@@ -0,0 +1,26 @@
+
+import bottle
+from bottle import route, run, debug
+import autocomplete
+from autocomplete import models, predict
+models.load_models()
+#autocomplete.load()
+#autocomplete.run_server()
+
+
+app = bottle.default_app()
+
+@route('/')
+def hello_world():
+    #autocomplete.load()
+    #autocomplete.run_server()
+    return "Hello, world! Simple test to make sure if Docker is running fine"
+
+@route('/<first_word>/<last_word>')
+def hello_ml(first_word, last_word):
+     return dict(predict(first_word,last_word))
+
+if __name__ == "__main__":
+    autocomplete.load()
+    run(host="0.0.0.0", port=8000, debug=True, reloader=True)
+
diff --git a/autocomplete/models_compressed.pkl b/autocomplete/models_compressed.pkl
new file mode 100644
index 0000000..aa04296
Binary files /dev/null and b/autocomplete/models_compressed.pkl differ
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..e64db1b
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1 @@
+bottle	
diff --git a/run_server.py b/run_server.py
new file mode 100644
index 0000000..6332a36
--- /dev/null
+++ b/run_server.py
@@ -0,0 +1,4 @@
+import autocomplete
+autocomplete.load()
+autocomplete.run_server()
+