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EMC D-DS-OP-23 Exam Syllabus Topics:

SectionObjectives
Data Engineering Principles- Data pipeline design and orchestration
- Data storage architectures (data lakes, warehouses)
- ETL/ELT processes
Data Science Foundations- Data exploration and preprocessing
- Feature engineering fundamentals
- Statistical analysis and probability concepts
Data Governance and Operations- Data quality management
- Lifecycle management of data solutions
- Security and compliance considerations
Machine Learning and Modeling- Algorithm selection and tuning
- Supervised and unsupervised learning
- Model evaluation and validation
Optimization and Performance- Optimization techniques for data workflows
- Model performance tuning

EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:

What is a common application of IoT tools?

  • A. Analyzing static datasets
  • B. Processing large-scale batch data
  • C. Monitoring real-time sensor data
  • D. Managing relational databases
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Which of the following are components of the Apache Spark Streaming architecture? (Select all that apply)

  • A. HDFS storage
  • B. Worker node
  • C. Driver node
  • D. Discretized streams (DStreams)
  • E. Kafka topics
Reveal Solution  Discussion  0

Correct Answer: B,C,D  🗳️

Which encoding standard is used by Python 2 to store strings?

  • A. Unicode
  • B. ASCII
  • C. Binary
  • D. Static
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

What ethical principle emphasizes that collected data should be used for its original intended purpose?

  • A. Accountability
  • B. Transparency
  • C. Data minimization
  • D. Purpose limitation
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

What is metadata in the context of data governance?

  • A. Data about data
  • B. Data quality metrics
  • C. Data encryption keys
  • D. Data access logs
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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