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Last Updated: Aug 18, 2026

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

SectionWeightObjectives
Data Preparation and Feature Engineering20%- Feature Engineering Techniques
  • 1. Select appropriate data preprocessing methods
  • 2. Optimize feature extraction and transformation
  • 3. Evaluate data quality and feature effectiveness
Data Engineering Pipeline Optimization25%- Pipeline Design and Performance
  • 1. Evaluate data pipeline performance bottlenecks
  • 2. Optimize data ingestion and transformation workflows
  • 3. Implement scalable data processing architectures
Machine Learning Model Optimization25%- Model Tuning and Evaluation
  • 1. Improve model accuracy and efficiency
  • 2. Apply hyperparameter tuning techniques
  • 3. Evaluate model performance metrics
Deployment and Operationalization15%- Model Deployment
  • 1. Implement model lifecycle management practices
  • 2. Monitor model performance and drift
  • 3. Deploy machine learning models into production environments
Data Governance and MLOps15%- Governance and Operations
  • 1. Ensure security, compliance, and reproducibility
  • 2. Apply data governance principles
  • 3. Implement MLOps workflows and automation

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

1. Which of the following are components of the ETL process? (Select all that apply)

A) Visualization
B) Loading
C) Transmission
D) Extraction
E) Transformation


2. Match each data type with its corresponding Redis data structure.


3. Which tool provides fine-grained access control and security for Hadoop components?

A) Apache HBase
B) Apache Atlas
C) Apache Knox
D) Apache Ranger


4. A company needs to fill an opening for a key tactical data governance position. The new hire is to be a subject matter expert on customer data and ensure the data policies and standards are adhered to on a daily basis. This role bridges the gap between a data governance program and its execution.
What is a suitable job title for this role?

A) Data miner
B) Data scientist
C) Data engineer
D) Data steward


5. A manufacturing organization intents to minimize production costs by analyzing real-time data after implementing IoT tools.
Which business driver would be affected if the organization follows this strategy?

A) New sources of revenue
B) Product choices
C) Operational efficiency
D) Customer experience


Solutions:

Question # 1
Answer: B,D,E
Question # 2
Answer: Only visible for members
Question # 3
Answer: D
Question # 4
Answer: D
Question # 5
Answer: C

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