Which SageMaker AI tool offers a visual way to clean and transform data?
Why C is the answer
SageMaker Data Wrangler
Data Wrangler provides visual data preparation.
In detail
- Data Wrangler is the visual tool for cleaning data.
- AWS has moved Data Wrangler into SageMaker Canvas.
- It offers visual data preparation.
Use case
An illustrative scenario, not a real incident.
An analyst cleans a dataset through a visual interface in Data Wrangler, with no code.
See it in different ways
flowchart LR A["Raw data in S3"] --> B["Clean and transform"] B --> C["Feature engineering"] C --> D["Check quality and bias"] D --> E["Training set"]
mindmap
root((SageMaker AI))
Data
Data Wrangler
Ground Truth
Clarify
Train
JumpStart
Automatic model tuning
Debugger
Deploy
Pipelines
Model Registry
Operate
Model Monitorflowchart LR S0["Import data"] --> S1["Apply transforms"] --> S2["Export for training"]
Key point: Data Wrangler is visual data preparation.
Why the other options are wrong
- A. SageMaker Debugger, attached to each processing job
- Debugger inspects training.
- B. SageMaker Neo, with a compilation job for the data
- Neo compiles models.
- D. SageMaker Model Monitor, with a schedule for each dataset
- Model Monitor watches deployed models.