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          • Lab: Scaling EC2 Using SQS
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            • Feature Transformation and Scaling in Machine Learning
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              • Perform Feature Engineering Using Amazon SageMaker
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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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          • Amazon Neptune
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          • Redshift
            • Redshift's ACID compliance
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            • Additional DynamoDB Features and Concepts
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          • Amazon Quantum Ledger DB (QLDB)
        • RDS
          • DR for RDS
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          • Scaling Relational Databases
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          • Amazon Aurora Serverless
        • Sharing RDS DB instance with an external auditor
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        • ElastiChache
        • CloudFront (External Cache)
        • Global Accelerator (GA)
      • Storages
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          • MFA Delete VS Object Lock
          • S3 Standard VS S3 Intelligent-Tiering
        • Instance Storage
        • EBS Volumes
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          • Provisioned IOPS vs GP3
          • EBS Multi-Attach
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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
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        • Elastic Beanstalk (for simple solutions)
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            • !Ref VS !GetAtt
            • CloudFormation examples
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        • Identity Management Services
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              • IAM Policy Examples
              • Trust policy
            • IAM roles cannot be attached to IAM Groups
            • 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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        • Firewall Manager
        • AWS WAF
      • Compute
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            • T Instance Credit System
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          • Event Bridge VS SNS
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        • Amazon MQ
        • DLQ
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        • Creating and Assuming an Administrator AWS IAM Role
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        • 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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    • Next step
    • Job roles
      • SME role
    • Common issues
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