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| Section | Objectives |
|---|---|
| Machine Learning and Modeling | - Supervised and unsupervised learning - Algorithm selection and tuning - Model evaluation and validation |
| Optimization and Performance | - Optimization techniques for data workflows - Model performance tuning |
| Data Science Foundations | - Statistical analysis and probability concepts - Data exploration and preprocessing - Feature engineering fundamentals |
| Data Engineering Principles | - Data pipeline design and orchestration - ETL/ELT processes - Data storage architectures (data lakes, warehouses) |
| Data Governance and Operations | - Data quality management - Security and compliance considerations - Lifecycle management of data solutions |
Which of the following data structures in Python is immutable?
Correct Answer: B 🗳️
In a relational database, what is a minimal set of attributes to uniquely identify a record in a table?
Correct Answer: C 🗳️
Which Python library provides the foundation for SciPy?
Correct Answer: C 🗳️
What is a primary task of a data engineer during a data analytics project?
Correct Answer: C 🗳️
Which Cassandra data type represents a collection of key-value pairs, and is represented in curly brackets ({, }) and colon (:)?
Correct Answer: C 🗳️
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