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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Governance and MLOps | 15% | - Governance and Operations
|
| Topic 2: Deployment and Operationalization | 15% | - Model Deployment
|
| Topic 3: Machine Learning Model Optimization | 25% | - Model Tuning and Evaluation
|
| Topic 4: Data Preparation and Feature Engineering | 20% | - Feature Engineering Techniques
|
| Topic 5: Data Engineering Pipeline Optimization | 25% | - Pipeline Design and Performance
|
1. Which Python library provides the foundation for SciPy?
A) NLTK
B) scikit-learn
C) NumPy
D) Pandas
2. In Python, which type of operator is often used in conditional statements to perform Boolean operations?
A) Arithmetic
B) Assignment
C) Logical
D) Bitwise
3. What is the purpose of sensor operators in Apache Airflow?
A) Move data sequentially from one system to another
B) Use a poke method to monitor external processes
C) Use triggers to report each successive retry
D) Perform validation checks in parallel
4. What is an advantage of avoiding bias from the data?
A) Reduce misuse of data and facilitate its transparency
B) Minimize Bias-Variance trade-off
C) Decrease trust between humans and machines
D) Minimize transparency at the point of data collection
5. Which CouchDB function can be used to create a document?
A) Update
B) List
C) Insert
D) Create
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: A |
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