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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:
Question 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
Question 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
Question 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
Question 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
Question 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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