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Oracle 1z0-1122-26 Exam Syllabus Topics:

SectionWeightObjectives
OCI Generative AI and Oracle 23ai10%- OCI Generative AI Service features
  • 1. Oracle 23ai Vector Database integration
    • 2. Generative AI capabilities on OCI
      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
          Machine Learning Foundations15%- Machine Learning fundamentals
          • 1. Unsupervised learning: clustering and dimensionality reduction
            • 2. Reinforcement learning basics and model evaluation concepts
              • 3. Supervised learning: regression and classification
                Generative AI and Large Language Models15%- Generative AI concepts
                • 1. Transformers, prompt engineering, and fine-tuning
                  • 2. Embeddings, Retrieval-Augmented Generation (RAG), and LLMs
                    AI Foundations10%- Artificial Intelligence basics and terminology
                    • 1. AI, Machine Learning, and Deep Learning relationship
                      • 2. AI applications, use cases, and responsible AI principles
                        Deep Learning Foundations15%- Deep Learning and neural networks
                        • 1. Convolutional Neural Networks (CNN) architectures
                          • 2. Recurrent Neural Networks, LSTMs, and sequence models
                            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 1z0-1122-26 Prüfungsfragen mit Lösungen (Q39-Q44):

                                39. Frage
                                What would you use Oracle AI Vector Search for?

                                Antwort: B

                                Begründung:
                                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 .


                                40. Frage
                                Which algorithm is primarily used for adjusting the weights of connections between neurons during the training of an Artificial Neural Network (ANN)?

                                Antwort: C

                                Begründung:
                                Backpropagation is the algorithm primarily used for adjusting the weights of connections between neurons during the training of an Artificial Neural Network (ANN). It is a supervised learning algorithm that calculates the gradient of the loss function with respect to each weight by applying the chain rule, propagating the error backward from the output layer to the input layer. This process updates the weights to minimize the error, thus improving the model ' s accuracy over time.
                                * Gradient Descent is closely related as it is the optimization algorithm used to adjust the weights based on the gradients computed by backpropagation, but backpropagation is the specific method used to calculate these gradients.


                                41. Frage
                                What can Oracle Cloud Infrastructure Document Understanding NOT do?

                                Antwort: A

                                Begründung:
                                Oracle Cloud Infrastructure (OCI) Document Understanding service offers several capabilities, including extracting tables, classifying documents, and extracting text. However, it does not generate transcripts from documents. Transcription typically refers to converting spoken language into written text, which is a function associated with speech-to-text services, not document understanding services. Therefore, generating a transcript is outside the scope of what OCI Document Understanding is designed to do .


                                42. Frage
                                Which statement describes the Optical Character Recognition (OCR) feature of Oracle Cloud Infrastructure Document Understanding?

                                Antwort: C

                                Begründung:
                                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.


                                43. Frage
                                In machine learning, what does the term " model training " mean?

                                Antwort: B

                                Begründung:
                                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.


                                44. Frage
                                ......

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