Quarterly QA WMS ID 11507 (#482)

* LWMS ID 11507: Initial Creation

LWMS ID 11507: Initial Creation

* Acknowledgements & Images Updates

Acknowledgements, Image downloadable URLs and files update.

Changing LAB Authors and contributors

Updating Movie Images Download URLs
Updating Movie Images Files

* Instructions to avoid commands hanging

Adding instructions to avoid getting commands hanging without executing after multiple command blocks

* LWMS ID 11507 Update Lab 9

LWMS ID 11507

Update lab 9. Added instructions, and images

* LWMS ID 11507 Update Acknowledgments November

Update Introduction and acknowledgements

* LWMS ID 11507 APEX App URL update

Update of APEX App URL

* LWMS ID 11507 Instructions Improvement

Improve Lab Instructions for Lab 10
Update Images for lab 9

* LWMS ID 11507 Update Instrucions Lab 11

Update instructions and images lab 11

* LWMS ID 11507 Instructions Improvement

* LWMS ID 11507 Testing change

* LWMS ID 11507 Change Lab Title Gerund

* LWMS ID 11507 Change Introduction Lab

Change in Introduction - About Product/Technology section

Removed Unused Files

* LWMS ID 11507 Update Lab 9

Fixed Broken image link
Added missing objectives, prerequisites and estimated time

* LWMS ID 11507 Removed unlisted folder

Removed Dev - Unlisted Lab Folder

* LWMS ID 11507 Workshop Rename

Renamed Workshop from "Build a Movie Recommendation App with MySQL HeatWave Machine Learning" to "Build a Movie Recommendation App with MySQL HeatWave Machine Learning" . Requested by MySQL Marketing Team

* LWMS ID 11507 Quarterly Update

Quarterly Update:

Updated Dates
Updated Images
Deleted Unused Images
Verified every lab is still working accordingly and updated some instructions to fit new images

heatwave-movie-stream/add-data-mysql/add-data-mysql.md

@@ -254,7 +254,7 @@ You may now **proceed to the next lab**
 
 - **Author** - Cristian Aguilar, MySQL Solution Engineering
 - **Contributors** - Perside Foster, MySQL Principal Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024
 
 - **Dataset** - F. Maxwell Harper and Joseph A. Konstan. 2015. The MovieLens Datasets:
 History and Context. ACM Transactions on Interactive Intelligent

heatwave-movie-stream/apex-heatwave/apex-heatwave.md

@@ -328,4 +328,4 @@ You may now **proceed to the next lab**
 
 - **Author** - Cristian Aguilar, MySQL Solution Engineering
 - **Contributors** - Perside Foster, MySQL Principal Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024

heatwave-movie-stream/app-configure-apex/app-configure-apex.md

@@ -96,6 +96,10 @@ As this is an imported app, your current workspace user will not have administra
 
     a. Navigate to Shared Components
 
+    ![App Builder Menu](./images/apex-app-builder-2.png "app-builder-menu ")
+
+    ![Shared Components Menu](./images/apex-shared-components.png "shared-components-menu ")
+
     b. Go to Application Access Control
 
     c. Click on Add User Role Assignment. Create a user 'ADMIN' and assign **administrator role** to it. This administrator account would be referred as '**admin account**'
@@ -176,4 +180,4 @@ You may now **proceed to the next lab**
 
 - **Author** - Cristian Aguilar, MySQL Solution Engineering
 - **Contributors** - Perside Foster, MySQL Principal Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024

heatwave-movie-stream/create-automl/create-automl.md

@@ -243,4 +243,4 @@ You may now **proceed to the next lab**
 
 - **Author** - Cristian Aguilar, MySQL Solution Engineering
 - **Contributors** - Perside Foster, MySQL Principal Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024

heatwave-movie-stream/create-bastion-with-python/create-bastion-with-python.md

@@ -134,7 +134,7 @@ You will need a compute Instance to connect to your brand new MySQL database.
 
       ![compute create change shape](./images/compute-create-change-shape.png "compute create change shape")  
 
-13. Select Instance Shape: VM.Standard.E2.2
+13. Select Instance Shape: VM.Standard.E4.Flex
 
       ![compute create select shape](./images/compute-create-select-shape.png "compute create select shape")  
 
@@ -202,29 +202,23 @@ You will need a compute Instance to connect to your brand new MySQL database.
 
 ## Task 4: Install Python and Pandas
 
-1. Install Python and Pandas
+1. Verify Pandas and Python works
 
-    a. Install Python
-
-    ```bash
-    <copy>sudo yum install python3 </copy>
-    ```
-
-    ![python3 install](./images/python3-install.png "python3 install ")
-    b. Install Pandas
+    a. Install Pandas
 
     ```bash
     <copy>sudo pip3 install pandas</copy>
     ```
 
     ![python3 pandas install](./images/pandas-python-install.png "python3 pandas install ")
-    c. Test Python is working
+
+    b. Test Python is working
 
     ```bash
-    <copy>python3</copy>
+    <copy>python</copy>
     ```
 
-    d. Exit Python with **Ctrl + Z**
+    c. Exit Python with **Ctrl + Z**
 
 
 You may now **proceed to the next lab**
@@ -233,4 +227,4 @@ You may now **proceed to the next lab**
 
 - **Author** - Perside Foster, MySQL Principal Solution Engineering
 - **Contributors** - Mandy Pang, MySQL Principal Product Manager,  Nick Mader, MySQL Global Channel Enablement & Strategy Manager, Cristian Aguilar, MySQL Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024

heatwave-movie-stream/create-db/create-db.md

@@ -244,12 +244,16 @@ In this lab, you will be guided through the following tasks:
 
 10. Click on Show Advanced Options
 
-11. Go to the Connections tab, in the Hostname field enter (same as DB System Name):
+11. Go to the Connections tab
+
+    a. In the Hostname field enter (same as DB System Name):
 
     ```bash
         <copy>HW-MovieHub</copy>
     ```
 
+    b. Choose '**Service defined**' for Security certificate
+
     ![heatwave db advanced](./images/mysql-create-advanced.png "heatwave db advanced ")
 
 12. Review **Create MySQL DB System**  Screen
@@ -277,4 +281,4 @@ You may now **proceed to the next lab**
 
 - **Author** - Perside Foster, MySQL Principal Solution Engineering
 - **Contributors** - Mandy Pang, MySQL Principal Product Manager,  Nick Mader, MySQL Global Channel Enablement & Strategy Manager
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024

heatwave-movie-stream/create-movie-tables/create-movie-tables.md

@@ -329,4 +329,4 @@ You may now **proceed to the next lab**
 
 - **Author** - Perside Foster, MySQL Principal Solution Engineering
 - **Contributors** - Mandy Pang, MySQL Principal Product Manager,  Nick Mader, MySQL Global Channel Enablement & Strategy Manager
-- **Last Updated By/Date** - Perside Foster, MySQL Solution Engineering, August 2023
+- **Last Updated By/Date** - Perside Foster, MySQL Solution Engineering, February 2024

heatwave-movie-stream/develop-moviehub-apex-app/develop-moviehub-apex-app.md

@@ -168,4 +168,4 @@ You may now **proceed to the next lab**
 
 - **Author** - Cristian Aguilar, MySQL Solution Engineering
 - **Contributors** - Perside Foster, MySQL Principal Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024

heatwave-movie-stream/improve-app-hw/improve-app-hw.md

@@ -191,4 +191,4 @@ In this lab, you will be guided through the following tasks:
 
 - **Author** - Cristian Aguilar, MySQL Solution Engineering
 - **Contributors** - Perside Foster, MySQL Principal Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024

heatwave-movie-stream/introduction/introduction.md

@@ -44,7 +44,7 @@ You may now **proceed to the next lab**
 
 - **Author** - Cristian Aguilar, MySQL Solution Engineering
 - **Contributors** - Perside Foster, MySQL Principal Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024
 
 - **Dataset** - F. Maxwell Harper and Joseph A. Konstan. 2015. The MovieLens Datasets:
 History and Context. ACM Transactions on Interactive Intelligent

heatwave-movie-stream/query-from-movies-predictions/query-from-movies-predictions.md

@@ -188,4 +188,4 @@ You may now **proceed to the next lab**
 
 - **Author** - Cristian Aguilar, MySQL Solution Engineering
 - **Contributors** - Perside Foster, MySQL Principal Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024

heatwave-movie-stream/setup-hw-cluster/setup-hw-cluster.md

@@ -55,4 +55,4 @@ You may now **proceed to the next lab**
 
 - **Author** - Perside Foster, MySQL Principal Solution Engineering
 - **Contributors** - Mandy Pang, MySQL Principal Product Manager,  Nick Mader, MySQL Global Channel Enablement & Strategy Manager, Cristian Aguilar, MySQL Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, October 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024

heatwave-movie-stream/transform-data/transform-data.md

@@ -138,7 +138,7 @@ In this lab, you will be guided through the following tasks:
     Enter the following command at the prompt
 
     ```bash
-    <copy>python3 movies_transform_csv_l.py</copy>
+    <copy>python movies_transform_csv_l.py</copy>
     ```
 
      ```bash
@@ -154,7 +154,7 @@ In this lab, you will be guided through the following tasks:
     Enter the following command at the prompt
 
     ```bash
-    <copy>python3 movies_transform_sql_l.py</copy>
+    <copy>python movies_transform_sql_l.py</copy>
     ```
 
      ```bash
@@ -185,7 +185,7 @@ You may now **proceed to the next lab**
 
 - **Author** - Cristian Aguilar, MySQL Solution Engineering
 - **Contributors** - Perside Foster, MySQL Principal Solution Engineering
-- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, November 2023
+- **Last Updated By/Date** - Cristian Aguilar, MySQL Solution Engineering, February 2024
 
 - **Dataset** - F. Maxwell Harper and Joseph A. Konstan. 2015. The MovieLens Datasets:
 History and Context. ACM Transactions on Interactive Intelligent