Oracle : 1Z0-184-25 Questions & Answers

Last Updated: Oct 06, 2026

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How should you prepare for the Oracle AI Vector Search Professional exam? The efficient answer: work through the 62+ Q&As covering the 1Z0-184-25 objectives at ActualTorrent, refreshed for 2026, until exam day feels like a formality.

Oracle 1Z0-184-25 Exam Syllabus Topics:

SectionObjectives
Topic 1: Oracle AI Vector Search in OCI- Vector data storage
  • 1. Vector indexing strategies
    • 2. Oracle Database vector capabilities
      - OCI AI services integration
      • 1. Using Oracle Cloud Infrastructure AI services
        • 2. Service architecture and components
          Topic 2: Vector Search Implementation- Query processing
          • 1. Semantic search queries
            • 2. Hybrid search (keyword + vector)
              - Index creation and management
              • 1. Index tuning and optimization
                • 2. HNSW and approximate nearest neighbor search
                  Topic 3: RAG and Generative AI Integration- LLM integration
                  • 1. Oracle Generative AI integration patterns
                    • 2. Embedding pipelines for LLM apps
                      - Retrieval-Augmented Generation (RAG)
                      • 1. Vector search for context retrieval
                        • 2. Architecture of RAG systems
                          Topic 4: Foundations of Vector Search- Vector embeddings concepts
                          • 1. Text embeddings and semantic representation
                            • 2. Embedding models overview
                              - Similarity metrics
                              • 1. Cosine similarity
                                • 2. Euclidean and dot product similarity
                                  Topic 5: Security, Performance, and Optimization- Performance tuning
                                  • 1. Latency optimization for vector queries
                                    • 2. Scaling vector search workloads
                                      - Security and governance
                                      • 1. Data access control in OCI
                                        • 2. Encryption and compliance considerations

                                          1Z0-184-25 Exam FAQ: What Candidates Really Want to Know

                                          Yes — ActualTorrent provides a free demo of the Oracle AI Vector Search Professional questions and answers, available for download as a reference before you decide. After purchase, 365 days of free updates are included; once the year ends, you can extend the update service at a 50% discount from your member zone.

                                          Delivery is quick and easy: two steps finish your order, and your 1Z0-184-25 product is emailed to your mailbox within one minute of payment — then just download the attachment. If nothing arrives within 2 hours, check spam and contact us for an immediate resend. On failure, the refund policy is specific: sit the corresponding 1Z0-184-25 exam within 60 days of purchase, and a fail qualifies you for a full refund — submit a scanned enrollment slip and the official Score Report PDF within 2 days after the exam, and the refund completes within 7 days. Excluded: attempts within 3 days of purchase, exams never actually taken, free materials, and expired orders — the candidate name must also match the payer name. Prefer to continue studying? Exchange your product for two free exam products of equal value, with update service kept on the original purchase.

                                          Recommended: Basic understanding of Oracle Cloud Infrastructure and database concepts; familiarity with AI/ML and embeddings is strongly suggested. These rules are set by Oracle and can change, so confirm the current requirements on the official exam page: https://education.oracle.com before registering for the Oracle AI Vector Search Professional exam.

                                          The 1Z0-184-25 exam is Oracle's official certification test, and passing it awards the Oracle AI Vector Search Professional credential — a certification at the Professional level. Its career value is simple: certified professionals are the first shortlisted for better roles and promotions, which is why candidate numbers keep climbing. It also connects to Oracle Cloud Infrastructure AI Foundations, Oracle Cloud Infrastructure Data Science, Oracle Database SQL Specialist, extending its value across a wider credential path.

                                          The exam itself is delivered via Online proctored exam via Oracle certification platform, so factor that into your scheduling.

                                          The Oracle AI Vector Search Professional syllabus spans 5 knowledge areas. The heaviest are Foundations of Vector Search, Oracle AI Vector Search in OCI, RAG and Generative AI Integration. Match your study time to those weights — the full outline is listed in the section above.

                                          Yes — these are the vendor's recommended training options:

                                          Training builds the base; the 62 practice questions for the 1Z0-184-25 exam from ActualTorrent show whether it holds up when the clock is running.

                                          Oracle AI Vector Search Professional Sample Questions:

                                          Question #1

                                          What is the primary difference between the HNSW and IVF vector indexes in Oracle Database 23ai?

                                          • A. HNSW guarantees accuracy, whereas IVF sacrifices performance for accuracy
                                          • B. HNSW is partition-based, whereas IVF uses neighbor graphs for indexing
                                          • C. Both operate identically but differ in memory usage
                                          • D. HNSW uses an in-memory neighbor graph for faster approximate searches, whereas IVF uses the buffer cache with partitions
                                          Reveal Solution  Discussion  0

                                          Correct Answer: D  🗳️

                                          Question #2

                                          If a query vector uses a different distance metric than the one used to create the index, whathappens?

                                          • A. The index automatically updates
                                          • B. An exact match search is triggered
                                          • C. The query fails
                                          • D. A warning is logged, but the query executes
                                          Reveal Solution  Discussion  0

                                          Correct Answer: C  🗳️

                                          Explanation: Only visible for ActualTorrent members. You can sign-up / login (it's free).

                                          Question #3

                                          A machine learning team is using IVF indexes in Oracle Database 23ai to find similar images in a large dataset. During testing, they observe that the search results are often incomplete, missing relevant images. They suspect the issue lies in the number of partitions probed. How should they improve the search accuracy?

                                          • A. Re-create the index with a higher EFCONSTRUCTION value
                                          • B. Add the TARGET_ACCURACY clause to the query with a higher value for the accuracy
                                          • C. Increase the VECTOR_MEMORY_SIZE initialization parameter
                                          • D. Change the index type to HNSW for better accuracy
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

                                          Explanation: Only visible for ActualTorrent members. You can sign-up / login (it's free).

                                          Question #4

                                          In Oracle Database 23ai, which SQL function calculates the distance between two vectors using the Euclidean metric?

                                          • A. L2_DISTANCE
                                          • B. HAMMING_DISTANCE
                                          • C. L1_DISTANCE
                                          • D. COSINE_DISTANCE
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A  🗳️

                                          Explanation: Only visible for ActualTorrent members. You can sign-up / login (it's free).

                                          Question #5

                                          What is the correct order of steps for building a RAG application using PL/SQL in Oracle Database 23ai?

                                          • A. Load ONNX Model, Vectorize Question, Load Document, Split Text into Chunks, Create Embeddings, Perform Vector Search, Generate Output
                                          • B. Load Document, Split Text into Chunks, Load ONNX Model, Create Embeddings, Vectorize Question, Perform Vector Search, Generate Output
                                          • C. Load Document, Load ONNX Model, Split Text into Chunks, Create Embeddings, VectorizeQuestion, Perform Vector Search, Generate Output
                                          • D. Vectorize Question, Load ONNX Model, Load Document, Split Text into Chunks, Create Embeddings, Perform Vector Search, Generate Output
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

                                          Explanation: Only visible for ActualTorrent members. You can sign-up / login (it's free).

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