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Oracle 1z0-1122-26 Exam Syllabus Topics:

SectionWeightObjectives
Intro to ML Foundations15%- Explain Machine Learning Basics
- Discuss Supervised Learning Fundamentals
  • 1. Regression
    • 2. Classification
      - Discuss Reinforcement Learning Fundamentals
      - Discuss Unsupervised Learning Fundamentals
      Intro to Generative AI and LLMs15%- Discuss Generative AI Overview
      - Discuss Large Language Models Fundamentals
      - Explain LLM Fine Tuning
      - Explain Prompt Engineering and Instruction Tuning
      - Explain Transformers Fundamentals
      Intro to DL Foundations15%- Explain Convolutional Models (CNN)
      - Explain Sequence Models (RNN and LSTM)
      - Discuss Deep Learning Fundamentals
      Get started with OCI AI Portfolio15%- Discuss OCI AI Infrastructure Overview
      - Discuss OCI AI Services Overview
      - Explain Responsible AI
      - Discuss OCI ML Services Overview
      OCI Generative AI and Oracle 23ai10%- Describe OCI Generative AI Services
      - Discuss Oracle Vector Search
      - Discuss Autonomous Database Select AI
      Intro to OCI AI Services20%- OCI Document Understanding
      - OCI Speech
      - OCI Language
      - OCI Vision
      Intro to AI Foundations10%- Discuss AI Basics
      - Explain AI vs ML vs DL
      - Discuss AI Applications and Types of Data

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      Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q40-Q45):

      NEW QUESTION # 40
      What is the purpose of Attention Mechanism in Transformer architecture?

      Answer: B

      Explanation:
      The purpose of the Attention Mechanism in Transformer architecture is to weigh the importance of different words within a sequence and understand the context. In essence, the attention mechanism allows the model to focus on specific parts of the input sequence when producing an output, which is crucial for understanding context and maintaining coherence over long sequences. It does this by assigning different weights to different words in the sequence, enabling the model to capture relationships between words that are far apart and to emphasize relevant parts of the input when generating predictions.
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      NEW QUESTION # 41
      Which capability is supported by Oracle Cloud Infrastructure Language service?

      Answer: D

      Explanation:
      Oracle Cloud Infrastructure (OCI) Language service is specifically designed to analyze text and extract structured information such as sentiment, entities, key phrases, and language detection. This service provides natural language processing (NLP) capabilities that help users gain insights from unstructured text data. By identifying the sentiment (positive, negative, neutral) and recognizing entities (like names, dates, or places), the service enables businesses to process large volumes of text data efficiently, aiding in decision-making processes.


      NEW QUESTION # 42
      What key objective does machine learning strive to achieve?

      Answer: D

      Explanation:
      The key objective of machine learning is to enable computers to learn from experience and improve their performance on specific tasks over time. This is achieved through the development of algorithms that can learn patterns from data and make decisions or predictions without being explicitly programmed for each task.
      As the model processes more data, it becomes better at understanding the underlying patterns and relationships, leading to more accurate and efficient outcomes.


      NEW QUESTION # 43
      Which is NOT a capability of OCI Vision ' s image analysis?

      Answer: D

      Explanation:
      OCI Vision ' s image analysis capabilities include locating and extracting text from images, assigning classification labels to images, and detecting objects with bounding boxes. However, translating text in images to another language is not a capability of OCI Vision ' s image analysis. This functionality typically requires an additional layer of processing, such as integration with a language translation service, which is beyond the scope of OCI Vision ' s core image analysis features.
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      NEW QUESTION # 44
      What can Oracle Cloud Infrastructure Document Understanding NOT do?

      Answer: D

      Explanation:
      Oracle Cloud Infrastructure (OCI) Document Understanding service offers several capabilities, including extracting tables, classifying documents, and extracting text. However, it does not generate transcripts from documents. Transcription typically refers to converting spoken language into written text, which is a function associated with speech-to-text services, not document understanding services. Therefore, generating a transcript is outside the scope of what OCI Document Understanding is designed to do .


      NEW QUESTION # 45
      ......

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