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

SectionWeightObjectives
Data Preparation and Feature Engineering20%- Feature Engineering Techniques
  • 1. Optimize feature extraction and transformation
  • 2. Evaluate data quality and feature effectiveness
  • 3. Select appropriate data preprocessing methods
Data Engineering Pipeline Optimization25%- Pipeline Design and Performance
  • 1. Implement scalable data processing architectures
  • 2. Evaluate data pipeline performance bottlenecks
  • 3. Optimize data ingestion and transformation workflows
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
Machine Learning Model Optimization25%- Model Tuning and Evaluation
  • 1. Evaluate model performance metrics
  • 2. Apply hyperparameter tuning techniques
  • 3. Improve model accuracy and efficiency
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. What is the purpose of Apache Airflow?

A) Data visualization
B) Data processing
C) Data storage
D) Workflow automation


2. What is the storage architecture of Pravega?

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


3. What is a common application of IoT tools?

A) Monitoring real-time sensor data
B) Analyzing static datasets
C) Processing large-scale batch data
D) Managing relational databases


4. An organization has decided to structure their governance model to allow either a single individual or a team to control and maintain the master data.
Which governance model is being implemented?

A) Centralized
B) Federated
C) Hybrid
D) Distributed


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


Solutions:

Question # 1
Answer: D
Question # 2
Answer: B
Question # 3
Answer: A
Question # 4
Answer: A
Question # 5
Answer: Only visible for members

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