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Oracle AI Vector Search Professional

Last Update Apr 1, 2025
Total Questions : 60 With Comprehensive Analysis

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Oracle AI Vector Search Professional Questions and Answers

Questions 1

Which statement best describes the capability of Oracle Data Pump for handling vector data in thecontext of vector search applications?

Options:

A.

Data Pump only exports and imports vector data if the vector embeddings are stored as BLOB (Binary Large Object) data types in the database

B.

Data Pump treats vector embeddings as regular text strings, which can lead to data corruption or loss of precision when transferring vector data for vector search

C.

Data Pump provides native support for exporting and importing tables containing vector data types, facilitating the transfer of vector data for vector search applications

D.

Because of the complexity of vector data, Data Pump requires a specialized plug-in to handle the export and import operations involving vector data types

Questions 2

When using SQL*Loader to load vector data for search applications, what is a critical consideration regarding the formatting of the vector data within the input CSV file?

Options:

A.

Enclose vector components in curly braces ({})

B.

As FVEC is a binary format and the vector dimensions have a known width, fixed offsets can be used to make parsing the vectors fast and efficient

C.

Use sparse format for vector data

D.

Rely on SQL*Loader’s automatic normalization of vector data

Questions 3

What are the key advantages and considerations of using Retrieval Augmented Generation (RAG) in the context of Oracle AI Vector Search?

Options:

A.

It excels at optimizing the performance and efficiency of LLM inference through advanced caching and precomputation techniques, leading to faster response times but potentially increasing storage requirements

B.

It prioritizes real-time data extraction and summarization from various sources to ensure the LLM always has the most up-to-date information

C.

It focuses on training specialized LLMs within the database environment for specific tasks, offering greater control over model behavior and data privacy but potentially requiring more development effort

D.

It leverages existing database security and access controls, thereby enabling secure and controlled access to both the database content and the LLM