diff --git a/docs/aws.md b/docs/aws.md
index 36dc3472..b9d9f88f 100644
--- a/docs/aws.md
+++ b/docs/aws.md
@@ -1,4 +1,4 @@
-
+# Amazon Web Services
 <br/>
 <p align="center">
   <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/aws.png">
@@ -7,82 +7,81 @@
 <!-- MarkdownTOC -->
 
 - [Amazon Web Services](#amazon-web-services)
-    - [Awesome AWS](#awesome-aws)
-    - [AWS Glossary](#aws-glossary)
-    - [AWS on Twitter](#aws-on-twitter)
-    - [AWS Calculator](#aws-calculator)
-    - [AWS Application Architecture](#aws-application-architecture)
-    - [AWS Stacks](#aws-stacks)
-    - [AWS Youtube channel and Podcasts](#aws-youtube-channel-and-podcasts)
-    - [Closed groups for AWS certified professionals](#closed-groups-for-aws-certified-professionals)
-    - [AWS re:Invent 2015](#aws-reinvent-2015)
-    - [AWS Slides](#aws-slides)
-    - [AWS Architecture Blog, Official Blog, AWS Labs, AWS Quick Start](#aws-architecture-blog-official-blog-aws-labs-aws-quick-start)
-    - [AWS Case Studies](#aws-case-studies)
-    - [AWS tips. AWS Performance. Handling AWS Failures and Outages](#aws-tips-aws-performance-handling-aws-failures-and-outages)
-    - [AWS Clients](#aws-clients)
-    - [AWS New Features](#aws-new-features)
-    - [AWS Management Console](#aws-management-console)
-    - [AWS Management Tools Blog](#aws-management-tools-blog)
-    - [AWS Schema Conversion Tool](#aws-schema-conversion-tool)
-    - [AWS RDS](#aws-rds)
-    - [AWS Application Discovery Service](#aws-application-discovery-service)
-    - [New AWS Competency. AWS Migration](#new-aws-competency-aws-migration)
-    - [AWS Database Migration Service](#aws-database-migration-service)
-    - [AWS Redshift](#aws-redshift)
-    - [AWS DevOps. AWS CodePipeline](#aws-devops-aws-codepipeline)
-    - [AWS Elastic Beanstalk](#aws-elastic-beanstalk)
-    - [AWS OpsWorks](#aws-opsworks)
-    - [AWS Networking](#aws-networking)
-    - [AWS Route 53](#aws-route-53)
-    - [AWS Elastic Load Balancing](#aws-elastic-load-balancing)
-    - [AWS Application Load Balancer](#aws-application-load-balancer)
-    - [NGINX](#nginx)
-    - [AWS Latency](#aws-latency)
-    - [Amazon ECS optimized AMI](#amazon-ecs-optimized-ami)
-    - [AWS EC2 Container Registry \(Docker\)](#aws-ec2-container-registry-docker)
-    - [Docker for AWS](#docker-for-aws)
-    - [AWS CLI](#aws-cli)
-    - [AWS VPC](#aws-vpc)
-    - [AWS SQS. Amazon Simple Queue Service](#aws-sqs-amazon-simple-queue-service)
-    - [AWS Application Discovery Service Update. Agentless Discovery for VMware](#aws-application-discovery-service-update-agentless-discovery-for-vmware)
-    - [VMware Cloud on AWS](#vmware-cloud-on-aws)
-    - [AWS Developer Blog](#aws-developer-blog)
-    - [AWS Lambda Serverless](#aws-lambda)
-    - [AWS Cloud Formation](#aws-cloud-formation)
-    - [AWS for Windows](#aws-for-windows)
-    - [Continuous Deployment with AWS](#continuous-deployment-with-aws)
-    - AWS Security:
-    	- [AWS Security](#aws-security)
-    	- [Payment Card Industry Data Security Standard compliance](#payment-card-industry-data-security-standard-compliance)
-    	- [AWS IAM](#aws-iam)
-    	- [AWS CloudFront](#aws-cloudfront)
-    	- [AWS WAF Web Application Firewall](#aws-waf-web-application-firewall)
-    - [AWS S3 & EBS. AWS Storage Gateway](#aws-s3--ebs-aws-storage-gateway)
-    - [Amazon EFS Elastic File System](#amazon-efs-elastic-file-system)
-    - [AWS Backup and Recovery. Design for failure](#aws-backup-and-recovery-design-for-failure)
-    - [AWS Diagrams](#aws-diagrams)
-    - [AWS Config Rules](#aws-config-rules)
-    - [AWS BigData](#aws-bigdata)
-    - [AWS Data Lake](#aws-data-lake)
-    - [AWS NoSQL DynamoDB](#aws-nosql-dynamodb)
-    - [AWS IoT](#aws-iot)
-    - [AWS Elastic Transcoder. Video streaming](#aws-elastic-transcoder-video-streaming)
-    - [AWS and Splunk](#aws-and-splunk)
-    - [AWS Nagios](#aws-nagios)
-    - [Amazon Alexa. Voice User Interface](#amazon-alexa-voice-user-interface)
-    - [AWS Partner Network \(APN\)](#aws-partner-network-apn)
-    - [AWS Startup Collection. For startups building on AWS](#aws-startup-collection-for-startups-building-on-aws)
-    - [EKS](#eks)
-    - [Interview Questions](#interview-questions)
-    - [Localstack](#localstack)
-    - [Migrating On Premise VM to AWS](#migrating-on-premise-vm-to-aws)
-    - [Spain](#spain)
-    - [Blogs](#blogs)
+- [Awesome AWS](#awesome-aws)
+- [AWS Glossary](#aws-glossary)
+- [AWS on Twitter](#aws-on-twitter)
+- [AWS Calculator](#aws-calculator)
+- [AWS Application Architecture](#aws-application-architecture)
+- [AWS Stacks](#aws-stacks)
+- [AWS Youtube channel and Podcasts](#aws-youtube-channel-and-podcasts)
+- [Closed groups for AWS certified professionals](#closed-groups-for-aws-certified-professionals)
+- [AWS re:Invent 2015](#aws-reinvent-2015)
+- [AWS Slides](#aws-slides)
+- [AWS Architecture Blog, Official Blog, AWS Labs, AWS Quick Start](#aws-architecture-blog-official-blog-aws-labs-aws-quick-start)
+- [AWS Case Studies](#aws-case-studies)
+- [AWS tips. AWS Performance. Handling AWS Failures and Outages](#aws-tips-aws-performance-handling-aws-failures-and-outages)
+- [AWS Clients](#aws-clients)
+- [AWS New Features](#aws-new-features)
+- [AWS Management Console](#aws-management-console)
+- [AWS Management Tools Blog](#aws-management-tools-blog)
+- [AWS Schema Conversion Tool](#aws-schema-conversion-tool)
+- [AWS RDS](#aws-rds)
+- [AWS Application Discovery Service](#aws-application-discovery-service)
+- [New AWS Competency. AWS Migration](#new-aws-competency-aws-migration)
+- [AWS Database Migration Service](#aws-database-migration-service)
+- [AWS Redshift](#aws-redshift)
+- [AWS DevOps. AWS CodePipeline](#aws-devops-aws-codepipeline)
+- [AWS Elastic Beanstalk](#aws-elastic-beanstalk)
+- [AWS OpsWorks](#aws-opsworks)
+- [AWS Networking](#aws-networking)
+- [AWS Route 53](#aws-route-53)
+- [AWS Elastic Load Balancing](#aws-elastic-load-balancing)
+- [AWS Application Load Balancer](#aws-application-load-balancer)
+- [NGINX](#nginx)
+- [AWS Latency](#aws-latency)
+- [Amazon ECS optimized AMI](#amazon-ecs-optimized-ami)
+- [AWS EC2 Container Registry (Docker)](#aws-ec2-container-registry-docker)
+- [Docker for AWS](#docker-for-aws)
+- [AWS CLI](#aws-cli)
+- [AWS VPC](#aws-vpc)
+- [AWS SQS. Amazon Simple Queue Service](#aws-sqs-amazon-simple-queue-service)
+- [AWS Application Discovery Service Update. Agentless Discovery for VMware](#aws-application-discovery-service-update-agentless-discovery-for-vmware)
+- [VMware Cloud on AWS](#vmware-cloud-on-aws)
+- [AWS Developer Blog](#aws-developer-blog)
+- [AWS Lambda Serverless](#aws-lambda-serverless)
+- [AWS Cloud Formation](#aws-cloud-formation)
+- [AWS for Windows](#aws-for-windows)
+- [Continuous Deployment with AWS](#continuous-deployment-with-aws)
+- [AWS Security](#aws-security)
+  - [Payment Card Industry Data Security Standard compliance](#payment-card-industry-data-security-standard-compliance)
+  - [AWS IAM](#aws-iam)
+  - [AWS CloudFront](#aws-cloudfront)
+  - [AWS WAF Web Application Firewall](#aws-waf-web-application-firewall)
+- [AWS S3 & EBS. AWS Storage Gateway](#aws-s3--ebs-aws-storage-gateway)
+- [Amazon EFS Elastic File System](#amazon-efs-elastic-file-system)
+- [AWS Backup and Recovery. Design for failure](#aws-backup-and-recovery-design-for-failure)
+- [AWS Diagrams](#aws-diagrams)
+- [AWS Config Rules](#aws-config-rules)
+- [AWS BigData](#aws-bigdata)
+- [AWS Data Lake](#aws-data-lake)
+- [AWS NoSQL DynamoDB](#aws-nosql-dynamodb)
+- [AWS IoT](#aws-iot)
+- [AWS Elastic Transcoder. Video streaming](#aws-elastic-transcoder-video-streaming)
+- [AWS and Splunk](#aws-and-splunk)
+- [AWS Monitoring](#aws-monitoring)
+- [Amazon Alexa. Voice User Interface](#amazon-alexa-voice-user-interface)
+- [AWS Partner Network (APN)](#aws-partner-network-apn)
+- [AWS Startup Collection. For startups building on AWS](#aws-startup-collection-for-startups-building-on-aws)
+- [EKS](#eks)
+- [Interview Questions](#interview-questions)
+- [Localstack](#localstack)
+- [Migrating On Premise VM to AWS](#migrating-on-premise-vm-to-aws)
+- [Spain](#spain)
+- [Blogs](#blogs)
 
 <!-- /MarkdownTOC -->
 
-# Amazon Web Services
+## Amazon Web Services
 - [AWS Forums 🌟🌟🌟](https://forums.aws.amazon.com)
 - [AWS Knowledge Center](https://aws.amazon.com/en/premiumsupport/knowledge-center/)
 - [AWS Support](https://aws.amazon.com/en/premiumsupport/)