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          • Lab: Scaling EC2 Using SQS
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            • Monitoring and visualization solution for your event-driven architecture (EDA) in AWS.
              • Visualize how services are linked together for each business flow
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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
        • Capturing data modification events
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          • Amazon Neptune
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        • RDS
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        • Sharing RDS DB instance with an external auditor
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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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            • AWS IAM Policies Study Guide
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          • CloudWatch Logs Insights VS Kibana VS Grafana
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          • EventBridge VS Kinesis(Event Stream)
          • Event Bridge VS SNS
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        • Amazon MQ
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        • Relations database to event messages
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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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  • Working for an enterprise
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    • Job roles
      • SME role
    • Common issues
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