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Oracle 1z0-1122-26 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Deep Learning Foundations15%- Deep Learning and neural networks
  • 1. Recurrent Neural Networks, LSTMs, and sequence models
    • 2. Convolutional Neural Networks (CNN) architectures
      Topic 2: 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 3: 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 4: 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 5: 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 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: AI Foundations10%- Artificial Intelligence basics and terminology
                            • 1. AI, Machine Learning, and Deep Learning relationship
                              • 2. AI applications, use cases, and responsible AI principles

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                                Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q19-Q24):

                                NEW QUESTION # 19
                                What is a key advantage of using dedicated AI clusters in the OCI Generative AI service?

                                Answer: C

                                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 # 20
                                You are working on a multilingual public announcement system. Which AI task will you use to implement it?

                                Answer: B

                                Explanation:
                                For a multilingual public announcement system, the AI task that would be most relevant is " Text to Speech " (TTS). This task involves converting written text into spoken words, which can then be broadcasted over public address systems in multiple languages.
                                Text to Speech technology is crucial for creating accessible and understandable announcements in different languages, especially in environments like airports, train stations, or public events where clear verbal communication is essential. The TTS system would be configured to support multiple languages, allowing it to deliver announcements to diverse audiences effectively .


                                NEW QUESTION # 21
                                Which is NOT a capability of OCI Vision ' s image analysis?

                                Answer: C

                                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 # 22
                                Which AI domain is associated with tasks such as identifying the sentiment of text and translating text between languages?

                                Answer: D

                                Explanation:
                                Natural Language Processing (NLP) is the AI domain associated with tasks such as identifying the sentiment of text and translating text between languages. NLP focuses on enabling machines to understand, interpret, and generate human language in a way that is both meaningful and useful. This domain covers a wide range of applications, including text classification, language translation, sentiment analysis, and more, all of which involve processing and analyzing natural language data.


                                NEW QUESTION # 23
                                What is the primary benefit of using Oracle Cloud Infrastructure Supercluster for AI workloads?

                                Answer: A


                                NEW QUESTION # 24
                                ......

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