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| Section | Objectives |
|---|---|
| Topic 1: Machine Learning and Modeling | - Algorithm selection and tuning - Model evaluation and validation - Supervised and unsupervised learning |
| Topic 2: Data Engineering Principles | - Data storage architectures (data lakes, warehouses) - ETL/ELT processes - Data pipeline design and orchestration |
| Topic 3: Data Science Foundations | - Feature engineering fundamentals - Data exploration and preprocessing - Statistical analysis and probability concepts |
| Topic 4: Optimization and Performance | - Model performance tuning - Optimization techniques for data workflows |
| Topic 5: Data Governance and Operations | - Security and compliance considerations - Data quality management - Lifecycle management of data solutions |
Which Cassandra data type represents a collection of key-value pairs, and is represented in curly brackets ({, }) and colon (:)?
Correct Answer: A 🗳️
What is a characteristic of Pig?
Correct Answer: A 🗳️
What is a common approach to handling errors and failures in data pipelines?
Correct Answer: B 🗳️
Why is Python commonly used for building data pipelines?
Correct Answer: A 🗳️
Which of the following accurately describes Apache Storm? (Select all that apply)
Correct Answer: B 🗳️
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