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| Section | Objectives |
|---|---|
| Topic 1: Data Governance and Operations | - Data quality management - Lifecycle management of data solutions - Security and compliance considerations |
| Topic 2: Data Engineering Principles | - Data storage architectures (data lakes, warehouses) - ETL/ELT processes - Data pipeline design and orchestration |
| Topic 3: Optimization and Performance | - Model performance tuning - Optimization techniques for data workflows |
| Topic 4: Machine Learning and Modeling | - Algorithm selection and tuning - Model evaluation and validation - Supervised and unsupervised learning |
| Topic 5: Data Science Foundations | - Feature engineering fundamentals - Data exploration and preprocessing - Statistical analysis and probability concepts |
1. Which tool provides fine-grained access control and security for Hadoop components?
A) Apache HBase
B) Apache Ranger
C) Apache Knox
D) Apache Atlas
2. Why is Python commonly used for building data pipelines?
A) It only supports batch processing
B) It requires compilation for execution
C) It has no libraries for data manipulation
D) Its readability and extensive libraries
3. Refer to the exhibit.
Which shows a table named Student.
What changes must be made to the table in order to achieve 1NF?
A) Remove duplicate rows in the table
B) Make Zip the primary key in the table
C) Split table into two tables named Student and Zip
D) Split table into two tables named Student and DoB
4. Which Python library formats data into dataframes?
A) NLTK
B) NumPy
C) Pandas
D) scikit-learn
5. In an Apache Spark Streaming environment, what acts as an entry point to the streaming system and provides methods to create and transform DStreams?
A) Spark Core
B) Streams API
C) Receiver
D) StreamingContext
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: D |
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