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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Engineering Pipeline Optimization | 25% | - Pipeline Design and Performance
|
| Topic 2: Machine Learning Model Optimization | 25% | - Model Tuning and Evaluation
|
| Topic 3: Data Preparation and Feature Engineering | 20% | - Feature Engineering Techniques
|
| Topic 4: Data Governance and MLOps | 15% | - Governance and Operations
|
| Topic 5: Deployment and Operationalization | 15% | - Model Deployment
|
1. What ordered set of terms refers to the process in which data is sourced from a relational database, enriched and merged with other datasets, then stored in a data lake?
A) Extract, Load, and Transform
B) Isolation, Atomicity, and Consistency
C) Extract, Transform, and Load
D) Atomicity, Consistency, and Isolation
2. The penalty that the EU supervisory authority levies on an organization that fails to comply with the General Data Protection Regulation (GDPR) is the greater of 4% of total global annual turnover or revenue, or a fixed fine amount.
What is the fixed fine amount, in millions of Euros?
A) 10
B) 5
C) 40
D) 20
3. Which tool builds batch processing as a special case of stream data processing?
A) Apache Flink
B) Apache Spark
C) Apache Oozie
D) Apache Hive
4. Which of the following accurately describes Apache Storm? (Select all that apply)
A) A batch processing framework
B) A machine learning library
C) A distributed stream processing system
D) A file storage system
5. What is the primary purpose of Apache Kafka in a data processing architecture?
A) Storing historical data
B) Running complex SQL queries
C) Processing real-time data streams
D) Running machine learning algorithms
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: C |
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