# In-Scope AWS Services
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The following list contains AWS services and features that are in scope for the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam. This list is non-exhaustive and is subject to change. AWS offerings appear in categories that align with the offerings' primary functions.

**Topics**
+ [Analytics](#mla-01-in-scope-analytics)
+ [Application Integration](#mla-01-in-scope-application-integration)
+ [Cloud Financial Management](#mla-01-in-scope-cloud-financial-management)
+ [Compute](#mla-01-in-scope-compute)
+ [Containers](#mla-01-in-scope-containers)
+ [Database](#mla-01-in-scope-database)
+ [Developer Tools](#mla-01-in-scope-developer-tools)
+ [Machine Learning](#mla-01-in-scope-machine-learning)
+ [Management and Governance](#mla-01-in-scope-management-governance)
+ [Media](#mla-01-in-scope-media)
+ [Migration and Transfer](#mla-01-in-scope-migration-transfer)
+ [Networking and Content Delivery](#mla-01-in-scope-networking)
+ [Security, Identity, and Compliance](#mla-01-in-scope-security)
+ [Storage](#mla-01-in-scope-storage)

## Analytics
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+ Amazon Athena
+ Amazon Data Firehose
+ Amazon EMR
+ AWS Glue
+ AWS Glue DataBrew
+ AWS Glue Data Quality
+ Amazon Kinesis
+ AWS Lake Formation
+ Amazon Managed Service for Apache Flink
+ Amazon OpenSearch Service
+ Amazon QuickSight
+ Amazon Redshift

## Application Integration
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+ Amazon EventBridge
+ Amazon Managed Workflows for Apache Airflow (Amazon MWAA)
+ Amazon Simple Notification Service (Amazon SNS)
+ Amazon Simple Queue Service (Amazon SQS)
+ AWS Step Functions

## Cloud Financial Management
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+ AWS Billing and Cost Management
+ AWS Budgets
+ AWS Cost Explorer

## Compute
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+ AWS Batch
+ Amazon EC2
+ AWS Lambda
+ AWS Serverless Application Repository

## Containers
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+ Amazon Elastic Container Registry (Amazon ECR)
+ Amazon Elastic Container Service (Amazon ECS)
+ Amazon Elastic Kubernetes Service (Amazon EKS)

## Database
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+ Amazon DocumentDB (with MongoDB compatibility)
+ Amazon DynamoDB
+ Amazon ElastiCache
+ Amazon Neptune
+ Amazon RDS

## Developer Tools
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+ AWS Cloud Development Kit (AWS CDK)
+ AWS CodeArtifact
+ AWS CodeBuild
+ AWS CodeDeploy
+ AWS CodePipeline
+ AWS X-Ray

## Machine Learning
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+ Amazon Augmented AI (Amazon A2I)
+ Amazon Bedrock
+ Amazon CodeGuru
+ Amazon Comprehend
+ Amazon Comprehend Medical
+ Amazon DevOps Guru
+ Amazon Fraud Detector
+ AWS HealthLake
+ Amazon Kendra
+ Amazon Lex
+ Amazon Lookout for Equipment
+ Amazon Lookout for Metrics
+ Amazon Lookout for Vision
+ Amazon Mechanical Turk
+ Amazon Personalize
+ Amazon Polly
+ Amazon Q
+ Amazon Rekognition
+ Amazon SageMaker
+ Amazon Textract
+ Amazon Transcribe
+ Amazon Translate

## Management and Governance
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+ AWS Auto Scaling
+ AWS Chatbot
+ AWS CloudFormation
+ AWS CloudTrail
+ Amazon CloudWatch
+ Amazon CloudWatch Logs
+ AWS Compute Optimizer
+ AWS Config
+ AWS Organizations
+ AWS Service Catalog
+ AWS Systems Manager
+ AWS Trusted Advisor

## Media
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+ Amazon Kinesis Video Streams

## Migration and Transfer
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+ AWS DataSync

## Networking and Content Delivery
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+ Amazon API Gateway
+ Amazon CloudFront
+ AWS Direct Connect
+ Amazon VPC

## Security, Identity, and Compliance
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+ AWS Identity and Access Management (IAM)
+ AWS Key Management Service (AWS KMS)
+ Amazon Macie
+ AWS Secrets Manager

## Storage
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+ Amazon Elastic Block Store (Amazon EBS)
+ Amazon Elastic File System (Amazon EFS)
+ Amazon FSx
+ Amazon S3
+ Amazon S3 Glacier
+ AWS Storage Gateway