| 1 | What is Amazon SageMaker and what stages of the machine learning workflow does it support? AWS › Amazon SageMaker & Machine Learning on AWS | AWS | Amazon SageMaker & Machine Learning on AWS | Beginner |
| 2 | What is SageMaker Studio, and how does it improve the machine learning development experience? AWS › Amazon SageMaker & Machine Learning on AWS | AWS | Amazon SageMaker & Machine Learning on AWS | Intermediate |
| 3 | How does SageMaker support MLOps practices such as model monitoring and automated retraining pipelines? AWS › Amazon SageMaker & Machine Learning on AWS | AWS | Amazon SageMaker & Machine Learning on AWS | Advanced |
| 4 | How does SageMaker support multi model endpoints and model versioning for cost efficient deployment at scale? AWS › Amazon SageMaker & Machine Learning on AWS | AWS | Amazon SageMaker & Machine Learning on AWS | Advanced |
| 5 | What is SageMaker hyperparameter tuning, and how does it help improve model accuracy? AWS › Amazon SageMaker & Machine Learning on AWS | AWS | Amazon SageMaker & Machine Learning on AWS | Intermediate |
| 6 | How does SageMaker handle model training, and what compute resources does it use? AWS › Amazon SageMaker & Machine Learning on AWS | AWS | Amazon SageMaker & Machine Learning on AWS | Beginner |
| 7 | How do SageMaker endpoints support real time inference, and how do they differ from batch transform? AWS › Amazon SageMaker & Machine Learning on AWS | AWS | Amazon SageMaker & Machine Learning on AWS | Intermediate |
| 8 | What is Amazon Polly and how does it convert text into natural sounding speech? AWS › AWS AI Services (Rekognition, Polly, Lex & Comprehend) | AWS | AWS AI Services (Rekognition, Polly, Lex & Comprehend) | Beginner |
| 9 | What is Amazon Comprehend and what kinds of insights can it extract from text? AWS › AWS AI Services (Rekognition, Polly, Lex & Comprehend) | AWS | AWS AI Services (Rekognition, Polly, Lex & Comprehend) | Intermediate |
| 10 | What Specialty certifications does AWS offer, and who are they designed for? AWS › AWS Certification Paths & Career Roadmap | AWS | AWS Certification Paths & Career Roadmap | Intermediate |
| 11 | How do you train a custom model in Amazon Rekognition Custom Labels or Comprehend Custom Classification for domain specific needs? AWS › AWS AI Services (Rekognition, Polly, Lex & Comprehend) | AWS | AWS AI Services (Rekognition, Polly, Lex & Comprehend) | Advanced |
| 12 | How does API Gateway handle authentication and authorization for incoming requests? AWS › Amazon API Gateway | AWS | Amazon API Gateway | Intermediate |
| 13 | What are QuickSight ML Insights, and how do they help business users find patterns in their data? AWS › Amazon QuickSight & Business Intelligence | AWS | Amazon QuickSight & Business Intelligence | Intermediate |
| 14 | How can an organization use the Well-Architected Framework's specialized lenses to evaluate workloads against industry specific or technology specific best practices beyond the general six pillars? AWS › Well-Architected Framework | AWS | Well-Architected Framework | Advanced |