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

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

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

Which Sqoop validation type checks the row counts between the source and target databases, and tries to ensure that the counts match?

  • A. ValidationThreshold
  • B. Eval
  • C. ValidationFailureHandler
  • D. Validator
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

What is the primary advantage of using dictionaries in Python data pipelines?

  • A. Dictionaries allow duplicate values
  • B. Dictionaries maintain element order
  • C. Dictionaries support mathematical operations
  • D. Dictionaries offer O(1) lookup time
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Which Python library formats data into dataframes?

  • A. scikit-learn
  • B. NumPy
  • C. Pandas
  • D. NLTK
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

What step in a query plan determines the best execution path for the provided query?

  • A. Optimizer
  • B. Algebrizer
  • C. Execution
  • D. Parser
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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