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

SectionObjectives
Data Science Foundations- Data exploration and preprocessing
- Feature engineering fundamentals
- Statistical analysis and probability concepts
Data Engineering Principles- Data storage architectures (data lakes, warehouses)
- ETL/ELT processes
- Data pipeline design and orchestration
Machine Learning and Modeling- Supervised and unsupervised learning
- Algorithm selection and tuning
- Model evaluation and validation
Data Governance and Operations- Security and compliance considerations
- Lifecycle management of data solutions
- Data quality management
Optimization and Performance- Optimization techniques for data workflows
- Model performance tuning

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

1. Which of the following best describes the purpose of database normalization in a relational database schema?

A) Improving query performance
B) Enforcing referential integrity
C) Reducing data redundancy
D) Increasing data security


2. In Python, which type of non-linear list always has a common root?

A) Stacks
B) Queues
C) Graphs
D) Trees


3. Which feature of Apache Kafka makes it suitable for handling high-throughput data streams?

A) Static schema enforcement
B) Only supports batch processing
C) In-memory data storage
D) Partitioning and replication


4. Match each Apache Kafka component with its description.


5. What are two Spark libraries?

A) Spark NoSQL and GraphX
B) Spark SQL and GraphX
C) Spark NoSQL and RDD
D) Spark SQL and RDD


Solutions:

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

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