changed to Unity ML-Agents Toolkit (english)

README.md

 
 ## Translations
 
-To make Unity ML-Agents accessible to the global research and
+To make the Unity ML-Agents toolkit accessible to the global research and
 Unity developer communities, we're attempting to create and maintain
 translations of our documentation. We've started with translating a subset
 of the documentation to one language (Chinese), but we hope to continue

docs/Learning-Environment-Examples.md

 # Example Learning Environments
 
-Unity ML-Agents contains an expanding set of example environments which
+The Unity ML-Agents toolkit contains an expanding set of example environments which
 demonstrate various features of the platform. Environments are located in 
 `unity-environment/Assets/ML-Agents/Examples` and summarized below. 
 Additionally, our 

docs/Readme.md

-# Unity ML-Agents Documentation
+# Unity ML-Agents Toolkit Documentation
 
 ## Installation & Set-up
  * [Installation](Installation.md)

python/Basics.ipynb

    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Unity ML-Agents\n",
+    "# Unity ML-Agents Toolkit\n",
-    "This notebook contains a walkthrough of the basic functions of the Python API for Unity ML-Agents. For instructions on building a Unity environment, see [here](https://github.com/Unity-Technologies/ml-agents/blob/master/docs/Getting-Started-with-Balance-Ball.md)."
+    "This notebook contains a walkthrough of the basic functions of the Python API for the Unity ML-Agents toolkit. For instructions on building a Unity environment, see [here](https://github.com/Unity-Technologies/ml-agents/blob/master/docs/Getting-Started-with-Balance-Ball.md)."
    ]
   },
   {

python/learn.py

-# # Unity ML-Agents
+# # Unity ML-Agents Toolkit
 # ## ML-Agent Learning
 
 import logging

python/unitytrainers/bc/trainer.py

-# # Unity ML-Agents
+# # Unity ML-Agents Toolkit
 # ## ML-Agent Learning (Imitation)
 # Contains an implementation of Behavioral Cloning Algorithm
 

python/unitytrainers/ppo/trainer.py

-# # Unity ML-Agents
+# # Unity ML-Agents Toolkit
 # ## ML-Agent Learning (PPO)
 # Contains an implementation of PPO as described (https://arxiv.org/abs/1707.06347).
 

python/unitytrainers/trainer.py

-# # Unity ML-Agents
+# # Unity ML-Agents Toolkit
 import logging
 
 import tensorflow as tf

python/unitytrainers/trainer_controller.py

-# # Unity ML-Agents
+# # Unity ML-Agents Toolkit
 # ## ML-Agent Learning
 # Launches unitytrainers for each External Brains in a Unity Environment