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Oracle 1z0-1122-26 Exam Syllabus Topics:

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

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                                Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q41-Q46):

                                NEW QUESTION # 41
                                How do Large Language Models (LLMs) handle the trade-off between model size, data quality, data size and performance?

                                Answer: C


                                NEW QUESTION # 42
                                Which statement best describes the relationship between Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning (DL)?

                                Answer: A

                                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 # 43
                                Which capability is supported by the Oracle Cloud Infrastructure Vision service?

                                Answer: D

                                Explanation:
                                The Oracle Cloud Infrastructure (OCI) Vision service is designed for image analysis tasks, which includes the capability to detect and recognize objects, such as vehicle number plates. This functionality is particularly useful for applications such as automated enforcement of traffic laws, where the system can identify vehicles exceeding speed limits and issue citations based on the detected number plates. This capability leverages advanced computer vision techniques to process and analyze visual data, making it suitable for applications in public safety, transportation, and law enforcement.


                                NEW QUESTION # 44
                                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 # 45
                                What is the difference between classification and regression in Supervised Machine Learning?

                                Answer: C

                                Explanation:
                                In supervised machine learning, the key difference between classification and regression lies in the nature of the output they predict. Classification algorithms are used to assign data points to one of several predefined categories or classes, making it suitable for tasks like spam detection, where an email is classified as either " spam " or " not spam. " On the other hand, regression algorithms predict continuous values, such as forecasting the price of a house based on features like size, location, and number of rooms. While classification answers " which category? " regression answers " how much? " or " what value? " .


                                NEW QUESTION # 46
                                ......

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