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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Machine Learning Model Optimization | 25% | - Model Tuning and Evaluation
|
| Topic 2: Data Governance and MLOps | 15% | - Governance and Operations
|
| Topic 3: Data Preparation and Feature Engineering | 20% | - Feature Engineering Techniques
|
| Topic 4: Deployment and Operationalization | 15% | - Model Deployment
|
| Topic 5: Data Engineering Pipeline Optimization | 25% | - Pipeline Design and Performance
|
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) Data warehousing
C) Machine learning
D) Data visualization
2. What is the primary advantage of using dictionaries in Python data pipelines?
A) Dictionaries allow duplicate values
B) Dictionaries support mathematical operations
C) Dictionaries offer O(1) lookup time
D) Dictionaries maintain element order
3. How is replication implemented in Redis?
A) Client-server communication protocol is used, whereby every client replicates data from the server
B) Data is shared among many computers to enable fault tolerance and data accessibility
C) Meta information is generated based on the client-server communication protocol
D) The developer copies and pastes the data in multiple databases
4. Which characteristic of a relational database ensures that each row in a table is uniquely identifiable?
A) Indexing
B) Joins
C) Primary key
D) Foreign key
5. Which NoSQL database type is most suitable for applications requiring high-speed, low-latency data retrieval based on simple lookups?
A) Column-family store
B) Time-series database
C) Document store
D) Key-value store
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: D |
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