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Last Updated: Aug 02, 2026

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

SectionWeightObjectives
Machine Learning Model Optimization25%- Model Tuning and Evaluation
  • 1. Apply hyperparameter tuning techniques
  • 2. Evaluate model performance metrics
  • 3. Improve model accuracy and efficiency
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 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 Governance and MLOps15%- Governance and Operations
  • 1. Apply data governance principles
  • 2. Ensure security, compliance, and reproducibility
  • 3. Implement MLOps workflows and automation
Data Engineering Pipeline Optimization25%- Pipeline Design and Performance
  • 1. Optimize data ingestion and transformation workflows
  • 2. Implement scalable data processing architectures
  • 3. Evaluate data pipeline performance bottlenecks

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

1. What type of expertise is required to be an effective data engineer?

A) Project management
B) Accounting
C) Big Data tools
D) Business analysis


2. Which characteristic of a relational database ensures that each row in a table is uniquely identifiable?

A) Foreign key
B) Joins
C) Indexing
D) Primary key


3. What is a common approach to handling errors and failures in data pipelines?

A) Implementing robust error handling and retries
B) Relying solely on input data validation
C) Allowing errors to propagate to end-users
D) Ignoring errors and continuing execution


4. Which component of the Apache Atlas framework allows metadata to be added to the Atlas environment?

A) Apps
B) Metadata Sources
C) Graph Engine
D) Ingest/Export


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

A) Worker node
B) Kafka topics
C) Discretized streams (DStreams)
D) HDFS storage
E) Driver node


Solutions:

Question # 1
Answer: C
Question # 2
Answer: D
Question # 3
Answer: A
Question # 4
Answer: D
Question # 5
Answer: A,C,E

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