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

SectionObjectives
Topic 1: Data Governance and Operations- Security and compliance considerations
- Data quality management
- Lifecycle management of data solutions
Topic 2: Optimization and Performance- Model performance tuning
- Optimization techniques for data workflows
Topic 3: Data Science Foundations- Data exploration and preprocessing
- Feature engineering fundamentals
- Statistical analysis and probability concepts
Topic 4: Machine Learning and Modeling- Supervised and unsupervised learning
- Algorithm selection and tuning
- Model evaluation and validation
Topic 5: Data Engineering Principles- Data storage architectures (data lakes, warehouses)
- Data pipeline design and orchestration
- ETL/ELT processes

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

1. Match each Atlas feature with its description.


2. Which component of the Apache Atlas framework allows metadata to be added to the Atlas environment?

A) Graph Engine
B) Ingest/Export
C) Metadata Sources
D) Apps


3. What is a characteristic of Pig?

A) Data warehouse infrastructure that manages jobs in the cluster
B) Uses HiveQL to translate SQL queries into MapReduce jobs
C) Performs real-time reads and writes in HDFS
D) Alternative language to Java programming for MapReduce


4. In Python, which non-primitive data structure can only be a collection of primitive data types?

A) Dictionary
B) Tuple
C) Array
D) List


5. Which of the following are characteristics of the Hadoop ecosystem? (Select all that apply)

A) Batch processing
B) Single-node architecture
C) Scalability
D) Low fault tolerance
E) Real-time processing


Solutions:

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

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