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| Section | Objectives |
|---|---|
| Machine Learning and Modeling | - Supervised and unsupervised learning - Model evaluation and validation - Algorithm selection and tuning |
| Data Governance and Operations | - Data quality management - Security and compliance considerations - Lifecycle management of data solutions |
| Data Science Foundations | - Data exploration and preprocessing - Statistical analysis and probability concepts - Feature engineering fundamentals |
| Optimization and Performance | - Optimization techniques for data workflows - Model performance tuning |
| Data Engineering Principles | - Data storage architectures (data lakes, warehouses) - ETL/ELT processes - Data pipeline design and orchestration |
1. Which component of the Apache Atlas framework allows metadata to be added to the Atlas environment?
A) Graph Engine
B) Apps
C) Metadata Sources
D) Ingest/Export
2. 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) ETL jobs should be manually executed and monitored to ensure the highest quality.
C) A failed ETL job should be re-run immediately without taking any corrective actions.
D) A failed ETL job should always be marked as completed so that any other scheduled jobs can execute.
3. Match each Apache Kafka component with its description.
4. What ethical principle emphasizes that collected data should be used for its original intended purpose?
A) Data minimization
B) Transparency
C) Accountability
D) Purpose limitation
5. Which of the following are components of the Apache Spark Streaming architecture? (Select all that apply)
A) Kafka topics
B) Discretized streams (DStreams)
C) Worker node
D) HDFS storage
E) Driver node
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: Only visible for members | Question # 4 Answer: D | Question # 5 Answer: B,C,E |
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