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Oracle 1z0-1122-26 Exam Syllabus Topics:

SectionWeightObjectives
Intro to OCI AI Services20%- OCI Document Understanding
- OCI Speech
- OCI Vision
- OCI Language
Intro to ML Foundations15%- Discuss Reinforcement Learning Fundamentals
- Explain Machine Learning Basics
- Discuss Supervised Learning Fundamentals
  • 1. Classification
    • 2. Regression
      - Discuss Unsupervised Learning Fundamentals
      Intro to Generative AI and LLMs15%- Discuss Generative AI Overview
      - Explain Transformers Fundamentals
      - Discuss Large Language Models Fundamentals
      - Explain LLM Fine Tuning
      - Explain Prompt Engineering and Instruction Tuning
      Get started with OCI AI Portfolio15%- Discuss OCI AI Services Overview
      - Discuss OCI AI Infrastructure Overview
      - Explain Responsible AI
      - Discuss OCI ML Services Overview
      Intro to DL Foundations15%- Explain Sequence Models (RNN and LSTM)
      - Discuss Deep Learning Fundamentals
      - Explain Convolutional Models (CNN)
      OCI Generative AI and Oracle 23ai10%- Describe OCI Generative AI Services
      - Discuss Autonomous Database Select AI
      - Discuss Oracle Vector Search
      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 (Q15-Q20):

      NEW QUESTION # 15
      How is " Prompt Engineering " different from " Fine-tuning " in the context of Large Language Models (LLMs)?

      Answer: A

      Explanation:
      In the context of Large Language Models (LLMs), Prompt Engineering and Fine-tuning are two distinct methods used to optimize the performance of AI models.
      * Prompt Engineering involves designing and structuring input prompts to guide the model in generating specific, relevant, and high-quality responses. This technique does not alter the model ' s internal parameters but instead leverages the existing capabilities of the model by crafting precise and effective prompts. The focus here is on optimizing how you ask the model to perform tasks, which can involve specifying the context, formatting the input, and iterating on the prompt to improve outputs .
      * Fine-tuning , on the other hand, refers to the process of retraining a pretrained model on a smaller, task- specific dataset. This adjustment allows the model to adapt its parameters to better suit the specific needs of the task at hand, effectively " specializing " the model for particular applications. Fine-tuning involves modifying the internal structure of the model to improve its accuracy and performance on the targeted tasks .
      Thus, the key difference is that Prompt Engineering focuses on how to use the model effectively through input manipulation, while Fine-tuning involves altering the model itself to improve its performance on specialized tasks.


      NEW QUESTION # 16
      How does Oracle Cloud Infrastructure Document Understanding service facilitate business processes?

      Answer: B

      Explanation:
      Oracle Cloud Infrastructure (OCI) Document Understanding service facilitates business processes by automating data extraction from documents. This service leverages machine learning to identify, classify, and extract relevant information from various document types, reducing the need for manual data entry and improving efficiency in document processing workflows. Automation of these tasks enables organizations to streamline operations and reduce errors associated with manual data handling.


      NEW QUESTION # 17
      What is the primary benefit of using the OCI Language service for text analysis?

      Answer: C

      Explanation:
      The primary benefit of using the OCI Language service for text analysis is its ability to scale text analysis without requiring users to have extensive machine learning expertise. The service abstracts the complexities of machine learning, allowing businesses to easily process and analyze large amounts of text data through pre- built models. This accessibility makes it possible for a broader range of users to leverage advanced text analysis capabilities, facilitating insights from textual data without needing to develop and train models from scratch.


      NEW QUESTION # 18
      You are working on a project for a healthcare organization that wants to develop a system to predict the severity of patients ' illnesses upon admission to a hospital. The goal is to classify patients into three categories - Low Risk, Moderate Risk, and High Risk - based on their medical history and vital signs. Which type of supervised learning algorithm is required in this scenario?

      Answer: A

      Explanation:
      In this healthcare scenario, where the goal is to classify patients into three categories-Low Risk, Moderate Risk, and High Risk-based on their medical history and vital signs, a Multi-Class Classification algorithm is required. Multi-class classification is a type of supervised learning algorithm used when there are three or more classes or categories to predict. This method is well-suited for situations where each instance needs to be classified into one of several categories, which aligns with the requirement to categorize patients into different risk levels.


      NEW QUESTION # 19
      Which statement best describes the relationship between Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning (DL)?

      Answer: B

      Explanation:
      Artificial Intelligence (AI) is the broadest field encompassing all technologies that enable machines to perform tasks that typically require human intelligence. Within AI, Machine Learning (ML) is a subset focused on the development of algorithms that allow systems to learn from and make predictions or decisions based on data. Deep Learning (DL) is a further subset of ML, characterized by the use of artificial neural networks with many layers (hence " deep " ).
      In this hierarchy:
      * AI includes all methods to make machines intelligent.
      * ML refers to the methods within AI that focus on learning from data.
      * DL is a specialized field within ML that deals with deep neural networks.


      NEW QUESTION # 20
      ......

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