liorsav commented on a change in pull request #57:
URL: https://github.com/apache/incubator-liminal/pull/57#discussion_r673281133



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File path: docs/getting-started/iris_classification.md
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+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+# Getting started / ***Iris Classification***
+
+This guide will allow you to set up your first Apache Liminal environment and 
allow you to create
+some simple ML pipelines. These will be very similar to the ones you are going 
to build for real
+production scenarios.
+
+## Prerequisites
+
+Python 3 (3.6 and up)
+
+[Docker Desktop](https://www.docker.com/products/docker-desktop)
+
+*Note: Make sure kubernetes cluster is running in docker desktop (or custom 
kubernetes installation
+on your machine).*
+
+## Deploying the Example
+
+In this tutorial, we will go through setting up Liminal for the first time on 
your local machine.
+
+### First, let’s build our example project:
+
+In the dev folder, just clone the example code from liminal:
+
+
+```BASH
+git clone https://github.com/apache/incubator-liminal
+```
+***Note:*** *You just cloned the entire Liminal Project, you actually only 
need examples folder.*
+
+Create a python virtual environment to isolate your runs:
+
+```BASH
+cd incubator-liminal/examples/aws-ml-app-demo
+python3 -m venv env
+```
+
+Activate your virtual environment:
+
+```BASH
+source env/bin/activate
+```
+
+Now we are ready to install liminal:
+
+```BASH
+pip install apache-liminal
+```
+Let's build the images you need for the example:
+```BASH
+liminal build
+```
+##### The build will create docker images based on the liminal.yml file in the 
`images` section.
+
+
+Create a kubernetes local volume:
+```BASH
+liminal create
+```
+
+
+The deploy command deploys a liminal server and deploys any liminal.yml files 
in your working
+directory or any of its subdirectories to your liminal home directory.
+```BASH
+liminal deploy --clean  
+```
+
+
+*Note: liminal home directory is located in the path defined in LIMINAL_HOME 
env variable.
+If the LIMINAL_HOME environemnet variable is not defined, home directory 
defaults to
+~/liminal_home directory.*
+
+Now lets runs liminal:
+```BASH
+liminal start
+```
+The start command spins up the liminal server containers which will run 
pipelines based on your
+deployed liminal.yml files.

Review comment:
       The start command spins up 3 containers which will run the workflows 
defined in the
    liminal.yml file.




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