Certification Overview
Specialty AWS certification validating expertise in building, training, tuning, and deploying machine learning models using AWS services.
Key Competencies
Data Engineering
- ETL with AWS Glue and data transformation
- S3 for datasets and feature stores
- EMR for distributed processing
- Kinesis for streaming data
Exploratory Data Analysis
- Feature engineering and selection
- Data cleaning and preprocessing
- Statistical analysis and visualization
- AWS QuickSight integration
Modeling
- Algorithm selection and training
- SageMaker built-in algorithms
- Deep Learning frameworks (TensorFlow, PyTorch)
- Hyperparameter tuning
- Model evaluation and validation
ML Implementation & Operations
- Real-time and batch inference
- CI/CD for ML pipelines
- Model monitoring and retraining
- Auto-scaling inference
- Security and cost optimization