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EMC D-DS-OP-23 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Machine Learning and Modeling | - Supervised and unsupervised learning - Algorithm selection and tuning - Model evaluation and validation |
| Data Engineering Principles | - Data pipeline design and orchestration - Data storage architectures (data lakes, warehouses) - ETL/ELT processes |
| Optimization and Performance | - Model performance tuning - Optimization techniques for data workflows |
| Data Science Foundations | - Feature engineering fundamentals - Data exploration and preprocessing - Statistical analysis and probability concepts |
| Data Governance and Operations | - Data quality management - Lifecycle management of data solutions - Security and compliance considerations |
EMC Dell Data Scientist and Data Engineering Optimize 2023 Sample Questions:
In a relational database, what is a minimal set of attributes to uniquely identify a record in a table?
- A. Super key
- B. Candidate key
- C. Primary key
- D. Foreign key
Correct Answer: C 🗳️
What is a common application of IoT tools?
- A. Analyzing static datasets
- B. Managing relational databases
- C. Processing large-scale batch data
- D. Monitoring real-time sensor data
Correct Answer: D 🗳️
Which NoSQL database type is best suited for handling graph-based data structures and complex relationships?
- A. Document store
- B. Column-family store
- C. Key-value store
- D. Graph database
Correct Answer: D 🗳️
Which of the following are security considerations when using cloud services with Hadoop? (Select all that apply)
- A. Data encryption in transit and at rest
- B. Regularly updating software and patches
- C. Storing all data on public GitHub repositories
- D. Multi-factor authentication
Correct Answer: A,B,D 🗳️
Which Cassandra data type represents a collection of key-value pairs, and is represented in curly brackets ({, }) and colon (:)?
- A. Map
- B. List
- C. Set
- D. UUID
Correct Answer: A 🗳️
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