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Oracle 1z0-1122-26 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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 2: 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 3: 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 4: OCI Generative AI and Oracle 23ai10%- OCI Generative AI Service features
                • 1. Generative AI capabilities on OCI
                  • 2. Oracle 23ai Vector Database integration
                    Topic 5: 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 6: 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 7: Deep Learning Foundations15%- Deep Learning and neural networks
                            • 1. Recurrent Neural Networks, LSTMs, and sequence models
                              • 2. Convolutional Neural Networks (CNN) architectures

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                                Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q31-Q36):

                                NEW QUESTION # 31
                                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: C

                                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 # 32
                                What is the main function of the hidden layers in an Artificial Neural Network (ANN) when recognizing handwritten digits?

                                Answer: A

                                Explanation:
                                In an Artificial Neural Network (ANN) designed for recognizing handwritten digits, the hidden layers serve the crucial function of capturing the internal representation of the raw image data. These layers learn to extract and represent features such as edges, shapes, and textures from the input pixels, which are essential for distinguishing between different digits. By transforming the input data through multiple hidden layers, the network gradually abstracts the raw pixel data into higher-level representations, which are more informative and easier to classify into the correct digit categories.


                                NEW QUESTION # 33
                                Which is NOT a capability of OCI Vision ' s image analysis?

                                Answer: B

                                Explanation:
                                OCI Vision ' s image analysis capabilities include locating and extracting text from images, assigning classification labels to images, and detecting objects with bounding boxes. However, translating text in images to another language is not a capability of OCI Vision ' s image analysis. This functionality typically requires an additional layer of processing, such as integration with a language translation service, which is beyond the scope of OCI Vision ' s core image analysis features.
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                                NEW QUESTION # 34
                                What is the primary benefit of using the OCI Language service for text analysis?

                                Answer: A

                                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 # 35
                                What is a key advantage of using dedicated AI clusters in the OCI Generative AI service?

                                Answer: B

                                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 # 36
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