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| Section | Objectives |
|---|---|
| Data Science Foundations | - Statistical analysis and probability concepts - Data exploration and preprocessing - Feature engineering fundamentals |
| Machine Learning and Modeling | - Model evaluation and validation - Supervised and unsupervised learning - Algorithm selection and tuning |
| Data Governance and Operations | - Data quality management - Lifecycle management of data solutions - Security and compliance considerations |
| Data Engineering Principles | - ETL/ELT processes - Data pipeline design and orchestration - Data storage architectures (data lakes, warehouses) |
| Optimization and Performance | - Model performance tuning - Optimization techniques for data workflows |
1. What skill is essential for a data engineer to efficiently transform and clean raw data into usable formats?
A) ETL (Extract, Transform, Load) processes
B) Machine learning
C) Data visualization
D) Data warehousing
2. Which skill is crucial for a data engineer to effectively manage and optimize large-scale data processing systems?
A) Data analysis
B) Graphic design
C) Front-end development
D) Cloud computing
3. What is a data pipeline best practice related to Extract-Transform-Load (ETL) jobs?
A) ETL jobs should be flexible to source data changes such as new variables or attributes.
B) A failed ETL job should be re-run immediately without taking any corrective actions.
C) ETL jobs should be manually executed and monitored to ensure the highest quality.
D) A failed ETL job should always be marked as completed so that any other scheduled jobs can execute.
4. What is the primary advantage of using dictionaries in Python data pipelines?
A) Dictionaries allow duplicate values
B) Dictionaries maintain element order
C) Dictionaries support mathematical operations
D) Dictionaries offer O(1) lookup time
5. What is the data governance role that leverages the data for business purposes, such as increasing sales or reducing manufacturing costs?
A) Data custodian
B) Security specialist
C) Data steward
D) End user
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: D |
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