Added images & update infos

sections/06-BestPracticesCloud.md

@@ -98,20 +98,22 @@ How to deploy a Docker Container on AWS:
 
 #### AWS platform architecture for GenAI
 
-![Imagetitle]()
-[Click here to watch]()
+![Imagetitle](/images/06/genAI-enterprise.png)
+▶ [Click here to watch](https://youtu.be/2yX6G4ZURbc)
 
 I recorded a reaction video to an AWS platform architecture for GenAI called Tailwinds. Presented by John from Innovative Solutions and Josh from AWS, it has two main flows: indexing and consumer.
 
 Data enters through S3 buckets or an API gateway, processed by AWS Lambda or Glue, and stored in a vector or graph database, then indexed in OpenSearch. Applications like chatbots use an API gateway to trigger Lambda functions for data retrieval and processing. This flexible serverless setup supports various data formats and uses tools like SAM and Terraform.
 
 Amazon Bedrock helps customers choose and evaluate models. The architecture is flexible but requires effort to create the necessary Lambda functions. Check out the video and share your thoughts!
 
+▶ [Click here to watch](https://youtu.be/2yX6G4ZURbc)
 
 #### Generative AI enabled job search engine
 
-![Imagetitle]()
-[Click here to watch]()
+![Imagetitle](/images/06/job-search.png)
+
+▶ [Click here to watch](https://youtu.be/dOWqasmqfHQ)
 
 Hey everyone, I recorded a reaction video to an AWS platform architecture for a Gen AI job search engine. Presented by Andrea from AWS and Bill from Healthy Careers, this setup uses generative AI to enhance job searches for healthcare professionals.
 
@@ -124,8 +126,9 @@ Check out the video and share your thoughts!
 
 #### Voice transcription and analysis on AWS
 
-![Imagetitle]()
-[Click here to watch]()
+![Imagetitle](/images/06/voice-transcription.png)
+
+▶ [Click here to watch](https://youtu.be/RGXRjOTQuBM)
 
 Hey everyone, I recorded a reaction video to an AWS architecture for voice transcription and analysis. Presented by Nuan from AWS and Ben from Assembly AI, this system is designed to handle large-scale audio data processing.
 
@@ -138,8 +141,9 @@ Check out the video and share your thoughts!
 
 #### GeoSpatial Data Analysis
 
-![Imagetitle]()
-[Click here to watch](https://youtu.be/MxVJAvFSTXg)
+![Imagetitle](/images/06/geo-spacial.png)
+
+▶ [Click here to watch](https://youtu.be/MxVJAvFSTXg)
 
 Hey everyone, I recorded a reaction video to an AWS architecture for geospatial data analysis by TCS. Presented by David John and Suryakant from TCS, this platform is used in next-gen agriculture for tasks like crop health, yield, and soil moisture analysis.
 
@@ -158,8 +162,9 @@ Check out the video and share your thoughts!
 
 #### Building a Self-Service Enterprise Data Engineering Platform
 
-![Imagetitle]()
-[Click here to watch](https://youtu.be/E9JFCl7bk88)
+![Imagetitle](/images/06/enterprise-solution.png)
+
+▶ [Click here to watch](https://youtu.be/E9JFCl7bk88)
 
 Hey everyone, I recorded a reaction video to an AWS architecture for a self-service enterprise data engineering platform by ZS Associates. Presented by David John and Laken from ZS Associates, this platform is designed to streamline data integration, infrastructure provisioning, and data access for life sciences companies.
 
@@ -176,8 +181,9 @@ Check out the video and share your thoughts!
 
 #### Customer Support Platform
 
-![Imagetitle]()
-[Click here to watch](https://youtu.be/sCIFpOuryFU)
+![Imagetitle](/images/06/customer-support.png)
+
+▶ [Click here to watch](https://youtu.be/sCIFpOuryFU)
 
 Hey everyone, I recorded a reaction video to an AWS architecture for a personalized customer support platform by Traeger. Presented by David John and Lizzy from Traeger, this system enhances customer support by leveraging data from Shopify, EventBridge, Kinesis Data Firehose, S3, Lambda, DynamoDB, and Amazon Connect.
 
@@ -193,8 +199,9 @@ Check out the video and share your thoughts!
 
 #### League of Legends Data Platform on AWS
 
-![Imagetitle]()
-[Click here to watch](https://youtu.be/FX_ZUJk_WoE)
+![Imagetitle](/images/06/league.jpg)
+
+▶ [Click here to watch](https://youtu.be/FX_ZUJk_WoE)
 
 Hey everyone, I recorded a reaction video to an AWS architecture for the data platform that powers League of Legends by Riot Games. Presented by David John and the team at Riot Games, this system handles massive amounts of data generated by millions of players worldwide.
 
@@ -212,8 +219,9 @@ Check out the video and share your thoughts!
 
 #### Platform Connecting 70 Million Cars
 
-![Imagetitle]()
-[Click here to watch](https://youtu.be/1nifzmvOGHs)
+![Imagetitle](/images/06/70mcars.png)
+
+▶ [Click here to watch](https://youtu.be/1nifzmvOGHs)
 
 Hey everyone, I recorded a reaction video to an AWS architecture for a connected car platform by Mobileye. Presented by David John and the team at Mobileye, this system connects 70 million cars, collecting and processing data to offer digital services and fleet analysis.
 
@@ -232,8 +240,9 @@ Check out the video and share your thoughts!
 
 #### 55TB A Day: Nielsen AWS Data Architecture
 
-![Imagetitle]()
-[Click here to watch](https://youtu.be/WCQe1VP_q5A)
+![Imagetitle](/images/06/55TB.png)
+
+▶ [Click here to watch](https://youtu.be/WCQe1VP_q5A)
 
 Hey everyone, I recorded a reaction video to an AWS architecture for Nielsen Marketing Cloud, which processes 55TB of data daily. Presented by David John, this system handles marketing segmentation data for campaigns.
 
@@ -255,8 +264,9 @@ Check out the video and share your thoughts!
 
 #### Orange Theory Fitness
 
-![Imagetitle]()
-[Click here to watch](https://youtu.be/ssaXRo5s1r4)
+![Image](/images/06/fitness.jpeg)
+
+▶ [Click here to watch](https://youtu.be/ssaXRo5s1r4)
 
 Hey, everybody! Today, I'm reacting to the AWS data infrastructure at Orange Theory Fitness, where they collect data from wristbands and training machines. Let's dive in and see how they manage it all.
 

sections/10-Updates.md

@@ -2,6 +2,8 @@ Updates
 ============
 
 What's new? Here you can find a list of all the updates with links to the sections
+- **2024-07-31**
+  - Added 10 platform architecture react videos id did to the "Best Practices" section. This way you get a better feeling of what companies are doing and which tools they use [click here](06-BestPracticesCloud#best-practices)
 
 - **2024-07-17**
   - Added 20 API interview questoins and their answers [click here](08-InterviewQuestions.md#apis)