SageMaker Pipelines

SageMaker Pipelines is a fully managed service that automates and orchestrates machine learning workflows. It simplifies the model building process, from data preparation to deployment.

Key Features

• Usage-based pricing model
• Automated workflow orchestration
• Seamless integration with AWS services
• Support for versioning and tracking
• Visual representation of pipelines

Pros

• Cost-effective for variable workloads
• User-friendly interface
• Strong AWS ecosystem integration
• Scalable for large datasets

Cons

• Can become costly with extensive usage
• Limited customization for specific use cases
• Steeper learning curve for beginners
• Some features may lack advanced capabilities