Update README.md
Apparently RandomForest was *not* the default, so I fixed that.
Got rid of "Phase II" references cuz whatever.
-# Poseidon: Machine Learning - Phase II
+# Poseidon: Machine Learning
## Overview
Poseidon is a machine learning implementation of our quest to determine
-two questions: (1) what is on the network; and (2) what is it doing? For
-more background and context on our project, please check out
+two questions:
+ 1. what is on the network; and
+ 2. what is it doing?
+For more background and context on our project, please check out
[the Poseidon project](https://www.cyberreboot.org/projects/poseidon/)
page on our website. This repo specifically covers the algorithms and
-models we deployed in the second phase of our research.
+models we deployed in our project.
While this repository and resulting docker container can be used completely
independently, the code was written to support the Cyber Reboot Vent and
@@ -30,8 +32,8 @@ free to use, discuss, and contribute!
## Plugins
The plugin (i.e., model) we currently have available is **DeviceClassifier**,
-which utilizes the Random Forest technique by default, but the One Layer
-feedforward technique we had used in the Poseidon project is also included.
+which utilizes the OneLayer feedforward technique by default, but the
+RandomForest technique used in our Poseidon project is also included.
For more information, check out the respective README file included within
each plugin's folder.
@@ -43,5 +45,5 @@ Our models can be executed via Vent, Docker, and standalone. We recommend
deployment via Vent in conjunction with Poseidon if you are running an SDN
(software-defined network). Otherwise, we recommend using Docker.
-See the respective README files included in the plugin's folder for
+See the respective README files included in the plugin's folder for specific
instructions on deployment.
