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Oracle 1z0-1122-26 Exam Syllabus Topics:

SectionObjectives
OCI Generative AI and Oracle Database AI Capabilities- OCI Generative AI
  • 1. Generative AI models and applications
    • 2. OCI Generative AI services
      - AI Application Frameworks
      • 1. Language frameworks
        • 2. Retrieval and AI application concepts
          - Oracle AI Database
          • 1. AI capabilities in Oracle Database
            • 2. Vector database concepts
              Generative AI and Large Language Models- Large Language Models
              • 1. LLM fundamentals
                • 2. Language models and generative AI applications
                  - Generative AI Fundamentals
                  • 1. Generative AI concepts and capabilities
                    • 2. Generative AI use cases
                      Oracle AI and Machine Learning Services- OCI AI Services
                      • 1. Vision
                        • 2. Language
                          • 3. Document Understanding
                            • 4. Speech
                              - Oracle AI Stack
                              • 1. AI infrastructure
                                • 2. AI data and machine learning services
                                  - OCI Machine Learning Services
                                  • 1. OCI Data Science and machine learning workflows
                                    • 2. Machine learning capabilities in OCI
                                      Artificial Intelligence and Machine Learning Fundamentals- Deep Learning Fundamentals
                                      • 1. Convolutional and sequence models
                                        • 2. Neural networks
                                          - Artificial Intelligence Concepts
                                          • 1. AI use cases and applications
                                            • 2. AI fundamentals and terminology
                                              - Machine Learning Fundamentals
                                              • 1. Machine learning models and architectures
                                                • 2. Supervised and unsupervised learning

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                                                  Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q23-Q28):

                                                  NEW QUESTION # 23
                                                  In machine learning, what does the term " model training " mean?

                                                  Answer: A

                                                  Explanation:
                                                  In machine learning, " model training " refers to the process of teaching a model to make predictions or decisions by learning the relationships between input features and the corresponding output. During training, the model is fed a large dataset where the inputs are paired with known outputs (labels). The model adjusts its internal parameters to minimize the error between its predictions and the actual outputs. Over time, the model learns to generalize from the training data to make accurate predictions on new, unseen data.


                                                  NEW QUESTION # 24
                                                  Which statement describes the Optical Character Recognition (OCR) feature of Oracle Cloud Infrastructure Document Understanding?

                                                  Answer: A

                                                  Explanation:
                                                  The Optical Character Recognition (OCR) feature of Oracle Cloud Infrastructure (OCI) Document Understanding recognizes and extracts text from documents. This capability is fundamental for converting printed or handwritten text into a machine-readable format, allowing for further processing, such as text analysis, search, and archiving. OCI ' s OCR is an essential tool in automating document processing workflows, enabling businesses to digitize and manage their documents efficiently.


                                                  NEW QUESTION # 25
                                                  What does " fine-tuning " refer to in the context of OCI Generative AI service?

                                                  Answer: C

                                                  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 # 26
                                                  What is the primary benefit of using Oracle Cloud Infrastructure Supercluster for AI workloads?

                                                  Answer: A

                                                  Explanation:
                                                  Oracle Cloud Infrastructure Supercluster is designed to deliver exceptional performance and scalability for complex AI tasks. The primary benefit of this infrastructure is its ability to handle demanding AI workloads, offering high-performance computing (HPC) capabilities that are crucial for training large-scale AI models and processing massive datasets. The architecture of the Supercluster ensures low-latency networking, efficient resource allocation, and high-throughput processing, making it ideal for AI tasks that require significant computational power, such as deep learning, data analytics, and large-scale simulations.


                                                  NEW QUESTION # 27
                                                  What is the primary purpose of reinforcement learning?

                                                  Answer: A

                                                  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 # 28
                                                  ......

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