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| Section | Objectives |
|---|---|
| Data Governance and Operations | - Data quality management - Lifecycle management of data solutions - Security and compliance considerations |
| Data Science Foundations | - Data exploration and preprocessing - Statistical analysis and probability concepts - Feature engineering fundamentals |
| Optimization and Performance | - Optimization techniques for data workflows - Model performance tuning |
| Machine Learning and Modeling | - Algorithm selection and tuning - Model evaluation and validation - Supervised and unsupervised learning |
| Data Engineering Principles | - Data pipeline design and orchestration - Data storage architectures (data lakes, warehouses) - ETL/ELT processes |
1. What is the primary use of sets in Python?
A) Storing hierarchical data
B) Storing unique elements
C) Storing ordered sequences
D) Storing key-value pairs
2. Which tool builds batch processing as a special case of stream data processing?
A) Apache Oozie
B) Apache Flink
C) Apache Spark
D) Apache Hive
3. What is a common use case for a document-based NoSQL database like MongoDB?
A) Performing complex SQL queries
B) Storing structured tabular data
C) Tracking real-time data streams
D) Managing hierarchical data
4. Which Sqoop validation type checks the row counts between the source and target databases, and tries to ensure that the counts match?
A) Eval
B) Validator
C) ValidationFailureHandler
D) ValidationThreshold
5. What is a challenge of managing data pipelines?
A) Ensuring that proper backups are available in the event of a data corruption
B) Monitoring is simply accomplished by the end users reporting any data quality issues
C) Making the data volume consistent, or at least easily predictable
D) Guaranteeing there is no personally identifiable information in the extracted data
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: D | Question # 5 Answer: A |
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