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Oracle 1z0-1122-26 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: OCI Generative AI and Oracle 23ai10%- OCI Generative AI Service features
  • 1. Oracle 23ai Vector Database integration
    • 2. Generative AI capabilities on OCI
      Topic 2: AI Foundations10%- Artificial Intelligence basics and terminology
      • 1. AI, Machine Learning, and Deep Learning relationship
        • 2. AI applications, use cases, and responsible AI principles
          Topic 3: Introduction to OCI AI Services20%- OCI AI Service APIs
          • 1. OCI Select AI and AI service use cases
            • 2. OCI Language, Vision, Speech, and Document Understanding services
              Topic 4: Generative AI and Large Language Models15%- Generative AI concepts
              • 1. Embeddings, Retrieval-Augmented Generation (RAG), and LLMs
                • 2. Transformers, prompt engineering, and fine-tuning
                  Topic 5: Machine Learning Foundations15%- Machine Learning fundamentals
                  • 1. Supervised learning: regression and classification
                    • 2. Reinforcement learning basics and model evaluation concepts
                      • 3. Unsupervised learning: clustering and dimensionality reduction
                        Topic 6: Deep Learning Foundations15%- Deep Learning and neural networks
                        • 1. Recurrent Neural Networks, LSTMs, and sequence models
                          • 2. Convolutional Neural Networks (CNN) architectures
                            Topic 7: OCI AI Portfolio15%- Overview of OCI AI offerings
                            • 1. AI Services, ML Services, and AI Infrastructure overview
                              • 2. OCI Data Science and GPU-based compute infrastructure

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                                Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q32-Q37):

                                NEW QUESTION # 32
                                You are working on a multilingual public announcement system. Which AI task will you use to implement it?

                                Answer: B

                                Explanation:
                                For a multilingual public announcement system, the AI task that would be most relevant is " Text to Speech " (TTS). This task involves converting written text into spoken words, which can then be broadcasted over public address systems in multiple languages.
                                Text to Speech technology is crucial for creating accessible and understandable announcements in different languages, especially in environments like airports, train stations, or public events where clear verbal communication is essential. The TTS system would be configured to support multiple languages, allowing it to deliver announcements to diverse audiences effectively .


                                NEW QUESTION # 33
                                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: B

                                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 # 34
                                What are Convolutional Neural Networks (CNNs) primarily used for?

                                Answer: A

                                Explanation:
                                Convolutional Neural Networks (CNNs) are primarily used for image classification and other tasks involving spatial data. CNNs are particularly effective at recognizing patterns in images due to their ability to detect features such as edges, textures, and shapes across multiple layers of convolutional filters. This makes them the model of choice for tasks such as object recognition, image segmentation, and facial recognition.
                                CNNs are also used in other domains like video analysis and medical image processing, but their primary application remains in image classification.


                                NEW QUESTION # 35
                                What is the primary purpose of reinforcement learning?

                                Answer: C

                                Explanation:
                                Reinforcement learning (RL) is a type of machine learning where an agent learns to make decisions by taking actions in an environment to achieve a certain goal. The agent receives feedback in the form of rewards or penalties based on the outcomes of its actions, which it uses to learn and improve its decision-making over time. The primary purpose of reinforcement learning is to enable the agent to learn optimal strategies by interacting with its environment, thereby maximizing cumulative rewards. This approach is commonly used in areas such as robotics, game playing, and autonomous systems.


                                NEW QUESTION # 36
                                What does " fine-tuning " refer to in the context of OCI Generative AI service?

                                Answer: D

                                Explanation:
                                Fine-tuning in the context of the OCI Generative AI service refers to the process of adjusting the parameters of a pretrained model to better fit a specific task or dataset. This process involves further training the model on a smaller, task-specific dataset, allowing the model to refine its understanding and improve its performance on that specific task. Fine-tuning is essential for customizing the general capabilities of a pretrained model to meet the particular needs of a given application, resulting in more accurate and relevant outputs. It is distinct from other processes like encrypting data, upgrading hardware, or simply increasing the complexity of the model architecture.


                                NEW QUESTION # 37
                                ......

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