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              • Visualize how services are linked together for each business flow
              • Visualize flow and metrics
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            • Feature Transformation and Scaling in Machine Learning
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              • Perform Feature Engineering Using Amazon SageMaker
            • Categorical Data Encoding: Converting Categories to Numbers
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          • Modelling
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            • Classification Algorithms in Machine Learning
            • Understanding Regression Algorithms in Machine Learning
            • Time Series Analysis: Fundamentals and Applications
            • Clustering Algorithms in Machine Learning
      • Databases
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        • Time-Series Data (Amazon Timestream)
        • Graph DBs
          • Amazon Neptune
        • NoSQL
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          • Redshift
            • Redshift's ACID compliance
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            • Additional DynamoDB Features and Concepts
            • DynamoDB Consistency Models and ACID Properties
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          • Amazon Quantum Ledger DB (QLDB)
        • RDS
          • DR for RDS
          • RDS Multi-AZ VS RDS Proxy
          • Scaling Relational Databases
          • Aurora Blue/Green deployments
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          • Amazon Aurora Serverless
        • Sharing RDS DB instance with an external auditor
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          • MFA Delete VS Object Lock
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          • EFS (Elastic File System)
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          • Storage Gateway Volume Gateway VS Storage Gateway File Gateway
        • DataSync VS Storage Gateway File Gateway
      • AWS Regional Practices and Data Consistency Regional Isolation and Related Practices
      • Front End Web application
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        • Identity Management Services
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              • Trust policy
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            • AWS IAM Policies Study Guide
            • Cross-Account Access in AWS: Resource-Based Policies vs IAM Roles
            • EC2 instance profile VS Trust policy
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        • System Manager Parameter Store
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          • Secret Manger VS System Manager's Parameter Store
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          • EC2 Instance Types
            • T Instance Credit System
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          • CloudWatch Logs Insights VS Kibana VS Grafana
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          • EventBridge vs Apache Kafka
          • EventBridge VS Kinesis(Event Stream)
          • Event Bridge VS SNS
        • SNS (Event broadcaster)
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        • Amazon MQ
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        • Open Service Broker API
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        • Guide to File Extensions in React Projects
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        • Creating and Assuming an Administrator AWS IAM Role
        • Standing Up an Amazon Aurora Database with an Automatically Rotated Password Using AWS Secrets Manag
        • Standing Up an Apache Web Server EC2 Instance and Sending Logs to Amazon CloudWatch
        • Creating a Custom AMI and Deploying an Auto Scaling Group behind an Application Load Balancer
        • Assigning Static IPs to NLBs with ALB Target Groups
        • Hosting a Wordpress Application on ECS Fargate with RDS, Parameter Store, and Secrets Manager
        • Amazon Athena, Amazon S3, and VPC Flow Logs
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      • Load Balancer VS Reverse Proxy
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      • SME role
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