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

SectionWeightObjectives
Topic 1: Machine Learning Model Optimization25%- Model Tuning and Evaluation
  • 1. Improve model accuracy and efficiency
  • 2. Apply hyperparameter tuning techniques
  • 3. Evaluate model performance metrics
Topic 2: 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
Topic 3: Data Governance and MLOps15%- Governance and Operations
  • 1. Implement MLOps workflows and automation
  • 2. Apply data governance principles
  • 3. Ensure security, compliance, and reproducibility
Topic 4: Data Preparation and Feature Engineering20%- Feature Engineering Techniques
  • 1. Evaluate data quality and feature effectiveness
  • 2. Select appropriate data preprocessing methods
  • 3. Optimize feature extraction and transformation
Topic 5: 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

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

1. What is a typical task of a data engineer during a data analytics project?

A) Presenting financial benefits to executive stakeholders
B) Exploring and examining data to find hidden patterns
C) Planning and performing A/B testing
D) Transforming data into a format that can be easily analyzed


2. In the ELT process, data is transformed after being loaded into the target system.
Which tools can be used for ELT? (Select all that apply)

A) Microsoft SSIS
B) Apache Spark
C) Amazon Redshift
D) Apache Hadoop
E) Talend


3. Which skill is crucial for a data engineer to effectively manage and optimize large-scale data processing systems?

A) Front-end development
B) Graphic design
C) Data analysis
D) Cloud computing


4. In a data analytics project, what is the primary responsibility of a data engineer?

A) Creating data visualizations
B) Designing machine learning models
C) Building data pipelines and ETL processes
D) Conducting statistical analysis


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

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


Solutions:

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

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