MLECO-2235: Fix documentation

Signed-off-by: Isabella Gottardi <isabella.gottardi@arm.com>
Change-Id: If8d6bf60cd4961be4c29f46ea75422b093185b04

6 files changed, 31 insertions, 31 deletions

diff --git a/docs/use_cases/ad.md b/docs/use_cases/ad.md
index 84a601c..babbb93 100644
--- a/docs/use_cases/ad.md
+++ b/docs/use_cases/ad.md
@@ -10,14 +10,14 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting-up and running Ethos-U55 Code Sample](#setting-up-and-running-ethos-u-npu-code-sample)
-    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
+  - [Setting-up and running Ethos-U NPU Code Sample](#setting-up-and-running-ethos_u-npu-code-sample)
+    - [Setting up the Ethos-U NPU Fast Model](#setting-up-the-ethos_u-npu-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Anomaly Detection](#running-anomaly-detection)
 
 ## Introduction
 
-This document describes the process of setting up and running the Arm® *Ethos™-U55* Anomaly Detection example.
+This document describes the process of setting up and running the Arm® *Ethos™-U* NPU Anomaly Detection example.
 
 Use-case code could be found in the following directory: [source/use_case/ad](../../source/use_case/ad).
 
@@ -132,7 +132,7 @@ For additional information, please refer to:
 
 - [Configuring with custom TPIP dependencies](../sections/building.md#configuring-with-custom-tpip-dependencies)
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
-- [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
+- [Configuring the build for simple-platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
 - [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos_u-npu-variants)
 
@@ -256,9 +256,9 @@ After compiling, your custom model has now replaced the default one in the appli
  >**Note:** To successfully run the model, the NPU must be enabled and the platform `TARGET_PLATFORM` is set to `mps3`
  >and `TARGET_SUBSYSTEM` is `SSE-300`.
 
-## Setting-up and running Ethos-U55 Code Sample
+## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U Fast Model
+### Setting up the Ethos-U NPU Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
diff --git a/docs/use_cases/asr.md b/docs/use_cases/asr.md
index 9863ce6..f7daf7a 100644
--- a/docs/use_cases/asr.md
+++ b/docs/use_cases/asr.md
@@ -10,14 +10,14 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
-    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos_u-npu-code-sample)
+    - [Setting up the Ethos-U NPU Fast Model](#setting-up-the-ethos_u-npu-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Automatic Speech Recognition](#running-automatic-speech-recognition)
 
 ## Introduction
 
-This document describes the process of setting up and running the Arm® *Ethos™-U55* Automatic Speech Recognition
+This document describes the process of setting up and running the Arm® *Ethos™-U* NPU Automatic Speech Recognition
 example.
 
 Use-case code could be found in the following directory: [source/use_case/asr](../../source/use_case/asr).
@@ -179,7 +179,7 @@ For further information, please refer to:
 
 - [Configuring with custom TPIP dependencies](../sections/building.md#configuring-with-custom-tpip-dependencies)
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
-- [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
+- [Configuring the build for simple-platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
 - [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos_u-npu-variants)
 
@@ -319,7 +319,7 @@ After compiling, your custom model has now replaced the default one in the appli
 
 ## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U Fast Model
+### Setting up the Ethos-U NPU Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
diff --git a/docs/use_cases/img_class.md b/docs/use_cases/img_class.md
index ae74d8a..13856e8 100644
--- a/docs/use_cases/img_class.md
+++ b/docs/use_cases/img_class.md
@@ -8,14 +8,14 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
-    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos_u-npu-code-sample)
+    - [Setting up the Ethos-U NPU Fast Model](#setting-up-the-ethos_u-npu-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Image Classification](#running-image-classification)
 
 ## Introduction
 
-This document describes the process of setting up and running the Arm® *Ethos™-U55* Image Classification example.
+This document describes the process of setting up and running the Arm® *Ethos™-U* NPU Image Classification example.
 
 This use-case example solves the classical computer vision problem of image classification. The ML sample was developed
 using the *MobileNet v2* model that was trained on the *ImageNet* dataset.
@@ -98,7 +98,7 @@ For further information, please refer to:
 
 - [Configuring with custom TPIP dependencies](../sections/building.md#configuring-with-custom-tpip-dependencies)
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
-- [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
+- [Configuring the build for simple-platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
 - [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos_u-npu-variants)
 
@@ -241,7 +241,7 @@ After compiling, your custom model has now replaced the default one in the appli
 
 ## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U Fast Model
+### Setting up the Ethos-U NPU Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
diff --git a/docs/use_cases/inference_runner.md b/docs/use_cases/inference_runner.md
index 91cca44..7334886 100644
--- a/docs/use_cases/inference_runner.md
+++ b/docs/use_cases/inference_runner.md
@@ -7,14 +7,14 @@
     - [Build options](#build-options)
     - [Build process](#build-process)
     - [Add custom model](#add-custom-model)
-  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
-    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos_u-npu-code-sample)
+    - [Setting up the Ethos-U NPU Fast Model](#setting-up-the-ethos_u-npu-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Inference Runner](#running-inference-runner)
 
 ## Introduction
 
-This document describes the process of setting up and running the Arm® *Ethos™-U55* NPU Inference Runner.
+This document describes the process of setting up and running the Arm® *Ethos™-U* NPU Inference Runner.
 
 The inference runner is intended for quickly checking profiling results for any wanted network, providing it has been
 processed by the Vela compiler.
@@ -90,7 +90,7 @@ For further information, please refer to:
 
 - [Configuring with custom TPIP dependencies](../sections/building.md#configuring-with-custom-tpip-dependencies)
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
-- [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
+- [Configuring the build for simple-platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
 - [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos_u-npu-variants)
 
@@ -173,7 +173,7 @@ After compiling, your custom model has now replaced the default one in the appli
 
 ## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U Fast Model
+### Setting up the Ethos-U NPU Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
diff --git a/docs/use_cases/kws.md b/docs/use_cases/kws.md
index d490f2b..11d4146 100644
--- a/docs/use_cases/kws.md
+++ b/docs/use_cases/kws.md
@@ -10,14 +10,14 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
-    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos_u-npu-code-sample)
+    - [Setting up the Ethos-U NPU Fast Model](#setting-up-the-ethos_u-npu-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Keyword Spotting](#running-keyword-spotting)
 
 ## Introduction
 
-This document describes the process of setting up and running the Arm® *Ethos™-U55* Keyword Spotting example.
+This document describes the process of setting up and running the Arm® *Ethos™-U* NPU Keyword Spotting example.
 
 Use-case code could be found in the following directory: [source/use_case/kws](../../source/use_case/kws).
 
@@ -147,7 +147,7 @@ For further information, please refer to:
 
 - [Configuring with custom TPIP dependencies](../sections/building.md#configuring-with-custom-tpip-dependencies)
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
-- [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
+- [Configuring the build for simple-platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
 - [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos_u-npu-variants)
 
@@ -286,7 +286,7 @@ After compiling, your custom model has now replaced the default one in the appli
 
 ## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U Fast Model
+### Setting up the Ethos-U NPU Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).
diff --git a/docs/use_cases/kws_asr.md b/docs/use_cases/kws_asr.md
index 80e5265..bac1039 100644
--- a/docs/use_cases/kws_asr.md
+++ b/docs/use_cases/kws_asr.md
@@ -12,8 +12,8 @@
     - [Build process](#build-process)
     - [Add custom input](#add-custom-input)
     - [Add custom model](#add-custom-model)
-  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
-    - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
+  - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos_u-npu-code-sample)
+    - [Setting up the Ethos-U NPU Fast Model](#setting-up-the-ethos_u-npu-fast-model)
     - [Starting Fast Model simulation](#starting-fast-model-simulation)
     - [Running Keyword Spotting and Automatic Speech Recognition](#running-keyword-spotting-and-automatic-speech-recognition)
 
@@ -25,7 +25,7 @@ and Automatic Speech Recognition models on a *Cortex-M* CPU and *Ethos-U* NPU.
 The Keyword Spotting and Automatic Speech Recognition example demonstrates how to run multiple models sequentially.
 
 A Keyword Spotting model is first run on the CPU. If a set keyword is detected on the remaining audio, then an Automatic
-Speech Recognition model is run on the *Ethos-U55*.
+Speech Recognition model is run on the *Ethos-U* NPU.
 
 The tensor arena memory region is reused between models to optimize application memory footprint.
 
@@ -240,7 +240,7 @@ For further information, please refer to:
 
 - [Configuring with custom TPIP dependencies](../sections/building.md#configuring-with-custom-tpip-dependencies)
 - [Using Arm Compiler](../sections/building.md#using-arm-compiler)
-- [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
+- [Configuring the build for simple-platform](../sections/building.md#configuring-the-build-for-simple_platform)
 - [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
 - [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos_u-npu-variants)
 
@@ -377,7 +377,7 @@ After compiling, your custom model has now replaced the default one in the appli
 
 ## Setting up and running Ethos-U NPU code sample
 
-### Setting up the Ethos-U Fast Model
+### Setting up the Ethos-U NPU Fast Model
 
 The FVP is available publicly from
 [Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).