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

SectionWeightObjectives
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 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
Data Governance and MLOps15%- Governance and Operations
  • 1. Implement MLOps workflows and automation
  • 2. Ensure security, compliance, and reproducibility
  • 3. Apply data governance principles
Machine Learning Model Optimization25%- Model Tuning and Evaluation
  • 1. Evaluate model performance metrics
  • 2. Improve model accuracy and efficiency
  • 3. Apply hyperparameter tuning techniques
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

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

1. Match each Apache Storm component with its description.


2. Which tool builds batch processing as a special case of stream data processing?

A) Apache Spark
B) Apache Hive
C) Apache Flink
D) Apache Oozie


3. What is the purpose of sensor operators in Apache Airflow?

A) Move data sequentially from one system to another
B) Use a poke method to monitor external processes
C) Use triggers to report each successive retry
D) Perform validation checks in parallel


4. What is the primary storage system used by the Hadoop ecosystem?

A) HDFS
B) MongoDB
C) Cassandra
D) Amazon S3


5. Which of the following are components of the Apache Spark Streaming architecture? (Select all that apply)

A) Worker node
B) Driver node
C) Kafka topics
D) HDFS storage
E) Discretized streams (DStreams)


Solutions:

Question # 1
Answer: Only visible for members
Question # 2
Answer: C
Question # 3
Answer: B
Question # 4
Answer: A
Question # 5
Answer: A,B,E

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