small-fixes

Author: yarongol

docs/Researcher/overview-researcher.md

@@ -3,7 +3,7 @@ title: Researcher Documentation Overview
 ---
 # Overview: Researcher Documentation
 
-Researchers use Run:ai to submit jobs. 
+_Researchers_, or _AI practitioners_, use Run:ai to submit Workloads. 
 
 As part of the Researcher documentation you will find:
 

docs/admin/overview-administrator.md

@@ -6,9 +6,9 @@ The Infrastructure Administrator is an IT person, responsible for the installati
 As part of the Infrastructure Administrator documentation you will find:
 
 * Install Run:ai 
-    * How to set up and modify a GPU cluster with Run:ai.
+    * Set up a Run:ai Cluster.
     * Set up Researchers to work with Run:ai.
-* Configure the Run:ai system
-* Setup users by connecting Run:ai to an identity provider.
-* IT maintenance of the Run:ai system
-* Troubleshooting Run:ai and understanding cluster health.
+* IT Configuration of the Run:ai system
+* Connect Run:ai to an identity provider.
+* Maintenance & monitoring of the Run:ai system
+* Troubleshooting.

docs/platform-admin/overview.md

@@ -7,7 +7,7 @@ The Platform Administrator is responsible for the day-to-day administration of t
 As part of the Platform Administrator documentation you will find:
 
 
-* Provide the right access to system users.
+* Provide the right access level to users.
 * Configure Run:ai meta-data such as Projects, Departments, Node pools etc.  
 * Setup Workload Policies and Assets
 * Analyze system performance and perform suggested actions.