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| Section | Weight | Objectives |
|---|---|---|
| Database Management | 25-30% | - Table Management
|
| Installation and Configuration | 20-25% | - Pre-requisites and Planning
|
| Greenplum Architecture and Design | 20-25% | - Storage and Memory Architecture
|
| Monitoring and Troubleshooting | 15-20% | - System Monitoring
|
| Performance Tuning and Optimization | 20-25% | - Query Analysis
|
1. What is a major advantage of using in-database machine learning with Greenplum?
A) Reduces storage requirements by compressing models
B) Eliminates the need for parallel computing
C) Allows GPU-based training by default
D) Avoids data movement by running models close to the data
2. A data analyst wants to train a logistic regression model in Greenplum to predict customer churn. They've structured a dataset with is_churned as the target and several numeric features.
Which steps should they take to complete model training using MADlib?
A) Export the data to a CSV file and train using scikit-learn
B) Use a SELECT statement to call madlib.logregr_train() on the dataset
C) Create a writable external table to store model predictions
D) Use gpload to load the model weights
3. Greenplum uses the ___ library to support scalable, in-database machine learning for structured datasets.
A) keras
B) pandas
C) MADlib
D) sklearn
4. When working with GPText, what is a "collection"?
A) A logical backup group for text data
B) A group of external readable tables
C) A memory pool for stored JSON blobs
D) A distributed full-text index in Solr
5. How does Greenplum ensure high availability of its master node?
A) Through the use of a standby master node
B) Through a distributed file system
C) By replicating data across all segment nodes
D) By automatically restarting failed services
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: D | Question # 5 Answer: A |
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