diff --git a/content/learning-paths/embedded-and-microcontrollers/edge/_index.md b/content/learning-paths/embedded-and-microcontrollers/edge/_index.md
index f77765f86d..a0fa9edcf2 100644
--- a/content/learning-paths/embedded-and-microcontrollers/edge/_index.md
+++ b/content/learning-paths/embedded-and-microcontrollers/edge/_index.md
@@ -12,12 +12,11 @@ learning_objectives:
   - Control LEDs by turning them on and off based on model predictions.
 
 prerequisites:
-  - Completion of this [Learning Path](https://learn.arm.com/learning-paths/embedded-and-microcontrollers/arduino-pico/) if you're an absolute beginner.
-  - An [Edge Impulse](https://edgeimpulse.com/) Studio account.
-  - The [Arduino IDE](https://learn.arm.com/install-guides/arduino-pico/) with the RP2040 board support package installed on your computer.
+  - Completion of [Embedded programming with Arduino on the Raspberry Pi Pico](https://learn.arm.com/learning-paths/embedded-and-microcontrollers/arduino-pico/) if you're an absolute beginner.
+  - An [Edge Impulse Studio](https://studio.edgeimpulse.com/signup) account.
+  - The [Arduino IDE](/install-guides/arduino-pico/) with the RP2040 board support package installed on your computer.
   - An [Arduino Nano RP2040 Connect board](https://store.arduino.cc/products/arduino-nano-rp2040-connect-with-headers).
 
-
 author: Bright Edudzi Gershon Kordorwu
 ### Tags
 skilllevels: Introductory
diff --git a/content/learning-paths/embedded-and-microcontrollers/edge/connect-and-set-up-arduino.md b/content/learning-paths/embedded-and-microcontrollers/edge/connect-and-set-up-arduino.md
index eb5eb4c3b6..f9bb54bc0e 100644
--- a/content/learning-paths/embedded-and-microcontrollers/edge/connect-and-set-up-arduino.md
+++ b/content/learning-paths/embedded-and-microcontrollers/edge/connect-and-set-up-arduino.md
@@ -15,7 +15,7 @@ The board comes with built-in Wi-Fi, Bluetooth, and an onboard IMU. These are fe
 
 ![example image alt-text#center](images/nano.png "Arduino Nano RP2040")
 
-Its compatibility with popular tools like Edge Impulse and the Arduino IDE makes it a suitable choice for TinyML applications. You can learn more about the Arduino Nano RP2040 Connect on the [official Arduino website](https://store.arduino.cc/products/arduino-nano-rp2040-connect-with-headers?_gl=1*1laabar*_up*MQ..*_ga*MTk1Nzk5OTUwMS4xNzQ2NTc2NTI4*_ga_NEXN8H46L5*czE3NDY1NzY1MjUkbzEkZzEkdDE3NDY1NzY5NTkkajAkbDAkaDE1MDk0MDg0ODc.).
+Its compatibility with popular tools like Edge Impulse and the Arduino IDE makes it a suitable choice for TinyML applications. You can learn more about the Arduino Nano RP2040 Connect on the [Arduino website](https://store.arduino.cc/products/arduino-nano-rp2040-connect-with-headers?_gl=1*1laabar*_up*MQ..*_ga*MTk1Nzk5OTUwMS4xNzQ2NTc2NTI4*_ga_NEXN8H46L5*czE3NDY1NzY1MjUkbzEkZzEkdDE3NDY1NzY5NTkkajAkbDAkaDE1MDk0MDg0ODc.).
 
 ## Connect and set up the Arduino Nano RP2040 Connect
 
@@ -45,7 +45,7 @@ You will need the following components:
 
 To program and deploy your trained model to the Arduino Nano RP2040, you first need to configure your development environment.
 
-Follow the steps in the [Arduino Nano RP2040 install guide](https://learn.arm.com/install-guides/arduino-pico/).
+Follow the steps in the [Arduino Nano RP2040 install guide](/install-guides/arduino-pico/).
 
 This guide walks you through:
 
diff --git a/content/learning-paths/embedded-and-microcontrollers/edge/overview.md b/content/learning-paths/embedded-and-microcontrollers/edge/overview.md
index 9d25295a33..eba2464dc5 100644
--- a/content/learning-paths/embedded-and-microcontrollers/edge/overview.md
+++ b/content/learning-paths/embedded-and-microcontrollers/edge/overview.md
@@ -7,7 +7,7 @@ layout: learningpathall
 ---
 
 {{< notice Note >}}
-This section introduces the key concepts that form the foundation of this Learning Path. Review it before starting this Learning Path.
+This section introduces the key concepts that form the foundation of Edge AI. Review it before starting this Learning Path.
 {{< /notice >}}
 
 # Edge AI
diff --git a/content/learning-paths/embedded-and-microcontrollers/edge/program-and-deployment.md b/content/learning-paths/embedded-and-microcontrollers/edge/program-and-deployment.md
index 2a8c43be49..3a62b38ae9 100644
--- a/content/learning-paths/embedded-and-microcontrollers/edge/program-and-deployment.md
+++ b/content/learning-paths/embedded-and-microcontrollers/edge/program-and-deployment.md
@@ -31,7 +31,7 @@ Make sure to save it in a location where you can easily find it later, such as y
 ## Upload the Arduino library from Edge Impulse
 
 * After creating and saving your sketch, go to **Sketch** > **Include Library** > **Add .ZIP Library**
-* In the file dialog that opens, navigate to the location of the ZIP file you exported from Edge Impulse in [Set up your environment](/learning-paths/embedded-and-microcontrollers/edge/software-edge-impulse/)
+* In the file dialog that opens, navigate to the location of the ZIP file you exported from Edge Impulse.
 * Select the ZIP file and click **Open**
 * The Arduino IDE will automatically install the library and any dependencies it requires.