Performance considerations to improve Oracle AI vector Serach

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Improve Oracle AI Vector Search Performance:

Trade-Offs to Consider

When you optimize, there are always trade-offs. Here are common ones:

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A Deep Dive into Oracle AI Vector Search: Ways to Improve Oracle AI Vector Search

Improvements into categories: embedding quality, indexing strategy, hardware & memory tuning, query design, maintenance/monitoring.

Embedding / Data Preparation

• Use embedding models that are of good quality for your domain. If your data is specialized (legal, medical, technical), generic embeddings may not capture domain semantics. Possibly fine-tune or use more domain-specialized models.