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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Deployment and Operationalization | 15% | - Model Deployment
|
| Topic 2: Data Engineering Pipeline Optimization | 25% | - Pipeline Design and Performance
|
| Topic 3: Data Preparation and Feature Engineering | 20% | - Feature Engineering Techniques
|
| Topic 4: Data Governance and MLOps | 15% | - Governance and Operations
|
| Topic 5: Machine Learning Model Optimization | 25% | - Model Tuning and Evaluation
|
1. What is the fastest data transfer channel for the Flume Agent Architecture?
A) JDBC
B) File
C) Memory
D) Sink Processor
2. An organization wants to simplify the data ingestion configuration process through simple click, drag, and drop type actions.
Which tool provides an easy to use graphical user interface for building data pipeline data flows?
A) Apache Pig
B) Apache Hadoop
C) Apache Airflow
D) Apache Spark
3. Which layer in the EdgeX Foundry architecture provides a REST API that enables clients to establish new requests?
A) Device Services
B) Support Services
C) Application/Export Services
D) Core Services
4. What is a common use case for a document-based NoSQL database like MongoDB?
A) Performing complex SQL queries
B) Managing hierarchical data
C) Tracking real-time data streams
D) Storing structured tabular data
5. Which skill is crucial for a data engineer to effectively manage and optimize large-scale data processing systems?
A) Cloud computing
B) Graphic design
C) Front-end development
D) Data analysis
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: B | Question # 5 Answer: A |
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