• Exam Code: D-DS-OP-23
  • Exam Name: Dell Data Scientist and Data Engineering Optimize 2023
  • Certification Provider: EMC
  • Corresponding Certification:Dell Data Science
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EMC D-DS-OP-23 Exam Syllabus Topics:

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

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

1. Which Python library formats data into dataframes?

A) Pandas
B) NLTK
C) NumPy
D) scikit-learn


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

A) Optimizer
B) Algebrizer
C) Execution
D) Parser


3. What is the purpose of memory management in Apache Flink?

A) Convert all of the data into Java objects
B) Eliminate the need for serialization of the data
C) Ensure no disk space is ever required
D) Control how much memory the runtime operations use


4. What enables Apache Spark to process data more efficiently than Hadoop's MapReduce?

A) Apache Flink is the compute engine
B) Intermediate processing data is always written to disk
C) Data is cached in memory whenever possible
D) JobTracker functionality has been replaced by YARN


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

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


Solutions:

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

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