# In-Scope AWS Services


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

## Analytics

+ 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

+ 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

+ AWS Billing and Cost Management
+ AWS Budgets
+ AWS Cost Explorer

## Compute

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

## Containers

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

## Database

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

## Developer Tools

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

## Machine Learning

+ 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

+ 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

+ Amazon Kinesis Video Streams

## Migration and Transfer

+ AWS DataSync

## Networking and Content Delivery

+ Amazon API Gateway
+ Amazon CloudFront
+ AWS Direct Connect
+ Amazon VPC

## Security, Identity, and Compliance

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

## Storage

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