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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Optimization and Performance | - Optimization techniques for data workflows - Model performance tuning |
| Data Governance and Operations | - Lifecycle management of data solutions - Data quality management - Security and compliance considerations |
| Data Engineering Principles | - Data storage architectures (data lakes, warehouses) - ETL/ELT processes - Data pipeline design and orchestration |
| Machine Learning and Modeling | - Supervised and unsupervised learning - Model evaluation and validation - Algorithm selection and tuning |
| Data Science Foundations | - Statistical analysis and probability concepts - Feature engineering fundamentals - Data exploration and preprocessing |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
1. Which layer in the EdgeX Foundry architecture provides a REST API that enables clients to establish new requests?
A) Support Services
B) Core Services
C) Device Services
D) Application/Export Services
2. In a data analytics project, what is the primary responsibility of a data engineer?
A) Designing machine learning models
B) Building data pipelines and ETL processes
C) Conducting statistical analysis
D) Creating data visualizations
3. What is the primary use of sets in Python?
A) Storing ordered sequences
B) Storing unique elements
C) Storing hierarchical data
D) Storing key-value pairs
4. Which of the following are data pipeline best practices? (Select all that apply)
A) Avoiding error handling and monitoring
B) Ensuring data quality and validation
C) Using a monolithic design for simplicity
D) Using a single tool for all pipeline components
5. What is the purpose of sensor operators in Apache Airflow?
A) Use a poke method to monitor external processes
B) Use triggers to report each successive retry
C) Perform validation checks in parallel
D) Move data sequentially from one system to another
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: A |
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