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Updated: Sep 08, 2026

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EMC D-DS-OP-23 Exam Overview:

Certification Vendor:Dell Technologies
Exam Name:Dell Data Scientist and Data Engineering Optimize 2023
Exam Number:D-DS-OP-23
Exam Format:Multiple Choice, Multiple Response
Passing Score:63%
Exam Price:$230 USD
Available Languages:English
Real Exam Qty:60
Exam Duration:90 minutes
Related Certifications:Dell Data Scientist and Data Engineering Optimize
Sample Questions:EMC D-DS-OP-23 Sample Questions
Exam Way:Online proctored or authorized Dell Technologies testing center
Pre Condition:Candidates should possess foundational knowledge of data science, machine learning, and data engineering concepts, along with practical experience using Dell Technologies data analytics solutions.
Official Syllabus URL:https://education.dell.com/content/emc/en-us/home/certification-overview/find-exam/data-scientist-and-data-engineering-optimize.html

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

SectionWeightObjectives
Topic 1: Machine Learning Model Optimization25%- Model Tuning and Evaluation
  • 1. Apply hyperparameter tuning techniques
  • 2. Improve model accuracy and efficiency
  • 3. Evaluate model performance metrics
Topic 2: Deployment and Operationalization15%- Model Deployment
  • 1. Monitor model performance and drift
  • 2. Deploy machine learning models into production environments
  • 3. Implement model lifecycle management practices
Topic 3: Data Engineering Pipeline Optimization25%- Pipeline Design and Performance
  • 1. Optimize data ingestion and transformation workflows
  • 2. Evaluate data pipeline performance bottlenecks
  • 3. Implement scalable data processing architectures
Topic 4: 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
Topic 5: Data Governance and MLOps15%- Governance and Operations
  • 1. Implement MLOps workflows and automation
  • 2. Ensure security, compliance, and reproducibility
  • 3. Apply data governance principles

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

Question 1

What is a characteristic of Pig?

A. Alternative language to Java programming for MapReduce
B. Data warehouse infrastructure that manages jobs in the cluster
C. Uses HiveQL to translate SQL queries into MapReduce jobs
D. Performs real-time reads and writes in HDFS


Question 2

An organization plans to establish a data governance process for a data lake.
What is the correct sequence of steps required to implement the process?

A. 1. Develop the business value statement and a baseline for ongoing measurement of the data governance deployment
2. Define the roles and responsibilities of actors within the data governance process
3. Operationalize the data governance process and assist the deployment team
4. Understand the current and future states of data governance and identify remaining gaps
B. 1. Define the roles and responsibilities of actors within the data governance process
2. Operationalize the data governance process and assist the deployment team
3. Understand the current and future states of data governance and identify remaining gaps
4. Develop the business value statement and a baseline for ongoing measurement of the data governance deployment
C. 1. Define the roles and responsibilities of actors within the data governance process
2. Develop the business value statement and a baseline for ongoing measurement of the data governance deployment
3. Operationalize the data governance process and assist the deployment team
4. Understand the current and future states of data governance and identify remaining gaps
D. 1. Define the roles and responsibilities of actors within the data governance process
2. Operationalize the data governance process and assist the deployment team
3. Develop the business value statement and a baseline for ongoing measurement of the data governance deployment
4. Understand the current and future states of data governance and identify remaining gaps


Question 3

Which of the following accurately describes Apache Storm? (Select all that apply)

A. A batch processing framework
B. A machine learning library
C. A file storage system
D. A distributed stream processing system


Question 4

Which of the following are characteristics of the Hadoop ecosystem? (Select all that apply)

A. Low fault tolerance
B. Single-node architecture
C. Batch processing
D. Real-time processing
E. Scalability


Question 5

What is the storage architecture of Pravega?

A. Columnar storage
B. File-based storage
C. In-memory storage
D. Object-based storage


Solutions:

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

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