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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Advanced Analytics & Extensions | 12% | - Spatial data processing (PostGIS, H3) - Text analytics (GPText) - In-database ML (MADlib) - Vector databases and similarity search |
| Topic 2: Database Objects & Data Organization | 10% | - Tables, indexes, constraints - Data distribution and partitioning |
| Topic 3: Troubleshooting & Maintenance | 8% | - Common issues and resolution - Upgrades and patching |
| Topic 4: Cluster Management & Monitoring | 10% | - Resource groups and workload management - Monitoring tools and health checks |
| Topic 5: Greenplum Foundational Concepts | 5% | - Distributed database fundamentals - Architecture and components |
| Topic 6: Data Loading & External Data Access | 12% | - External tables and protocols - ETL pipelines and utilities |
| Topic 7: Security & Access Control | 7% | - Data encryption and compliance - Authentication and authorization |
| Topic 8: SQL Fundamentals & Functions | 5% | - Basic and advanced SQL - Built-in functions and extensions |
| Topic 9: Data Protection & High Availability | 10% | - Backup and recovery strategies - Mirroring and fault tolerance |
| Topic 10: Query Optimization & Performance | 11% | - Query planning and execution - Tuning strategies and best practices |
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NEW QUESTION # 114
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?
Answer: B
NEW QUESTION # 115
A data scientist at a media firm needs to analyze thousands of social media posts for keywords related to public sentiment. The documents are ingested into a GPText collection named social_streams.
Which solution enables the fastest search for posts containing the keyword "privacy"?
Answer: C
NEW QUESTION # 116
Which utility is responsible for performing a full or incremental segment recovery?
Answer: C
NEW QUESTION # 117
Which of the following are the in-database ML solutions with Greenplum?
Answer: A,C
NEW QUESTION # 118
What Greenplum component supports spatial indexing using hexagonal grids?
Answer: C
NEW QUESTION # 119
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