EMC Dell Data Scientist and Data Engineering Optimize 2023 : D-DS-OP-23

  • Exam Code: D-DS-OP-23
  • Exam Name: Dell Data Scientist and Data Engineering Optimize 2023
  • Updated: Jul 17, 2026
  • Q&As: 103 Questions and Answers

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

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

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

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

A) Spark SQL
B) Spark HBase
C) Spark Cassandra
D) Spark Streaming
E) Spark Core


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

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


3. What is the default replication factor for HDFS?

A) 2
B) 4
C) 6
D) 3


4. You are designing a database for an e-commerce data warehouse. The data is normalized in 1NF format and will be used to create data marts for different departments inside the organization.
Which schema type should be used for this requirement?

A) Star
B) Columnar
C) Graph
D) Highly Normalized


5. In an Apache Spark Streaming environment, what acts as an entry point to the streaming system and provides methods to create and transform DStreams?

A) Streams API
B) Receiver
C) Spark Core
D) StreamingContext


Solutions:

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

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