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Oracle 1z0-1122-26 Exam Syllabus Topics:

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

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                                1z0-1122-26 Learning Material: Oracle Cloud Infrastructure 2026 AI Foundations Associate & 1z0-1122-26 Practice Test

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                                Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q43-Q48):

                                NEW QUESTION # 43
                                What is a key advantage of using dedicated AI clusters in the OCI Generative AI service?

                                Answer: A

                                Explanation:
                                The primary advantage of using dedicated AI clusters in the Oracle Cloud Infrastructure (OCI) Generative AI service is the provision of high-performance compute resources that are specifically optimized for fine-tuning tasks. Fine-tuning is a critical step in the process of adapting pre-trained models to specific tasks, and it requires significant computational power. Dedicated AI clusters in OCI are designed to deliver the necessary performance and scalability to handle the intense workloads associated with fine-tuning large language models (LLMs) and other AI models, ensuring faster processing and more efficient training.


                                NEW QUESTION # 44
                                What would you use Oracle AI Vector Search for?

                                Answer: C

                                Explanation:
                                Oracle AI Vector Search is designed to query data based on semantics rather than just keywords. This allows for more nuanced and contextually relevant searches by understanding the meaning behind the words used in a query. Vector search represents data in a high-dimensional vector space, where semantically similar items are placed closer together. This capability makes it particularly powerful for applications such as recommendation systems, natural language processing, and information retrieval where the meaning and context of the data are crucial .


                                NEW QUESTION # 45
                                Which statement describes the Optical Character Recognition (OCR) feature of Oracle Cloud Infrastructure Document Understanding?

                                Answer: B

                                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 # 46
                                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 # 47
                                Which is NOT a category of pretrained foundational models available in the OCI Generative AI service?

                                Answer: B

                                Explanation:
                                The OCI Generative AI service offers various categories of pretrained foundational models, including Embedding models, Chat models, and Generation models. These models are designed to perform a wide range of tasks, such as generating text, answering questions, and providing contextual embeddings. However, Translation models, which are typically used for converting text from one language to another, are not a category available in the OCI Generative AI service ' s current offerings. The focus of the OCI Generative AI service is more aligned with tasks related to text generation, chat interactions, and embedding generation rather than direct language translation.


                                NEW QUESTION # 48
                                ......

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