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Oracle 1z0-1122-26 Exam Syllabus Topics:

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

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                                                  Oracle Cloud Infrastructure 2026 AI Foundations Associate Sample Questions (Q16-Q21):

                                                  NEW QUESTION # 16
                                                  What is " in-context learning " in the realm of Large Language Models (LLMs)?

                                                  Answer: C

                                                  Explanation:
                                                  " In-context learning " in the realm of Large Language Models (LLMs) refers to the ability of these models to learn and adapt to a specific task by being provided with a few examples of that task within the input prompt.
                                                  This approach allows the model to understand the desired pattern or structure from the given examples and apply it to generate the correct outputs for new, similar inputs. In-context learning is powerful because it does not require retraining the model; instead, it uses the examples provided within the context of the interaction to guide its behavior.


                                                  NEW QUESTION # 17
                                                  You are working on a multilingual public announcement system. Which AI task will you use to implement it?

                                                  Answer: C

                                                  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 # 18
                                                  Which feature of OCI Speech helps make transcriptions easier to read and understand?

                                                  Answer: D

                                                  Explanation:
                                                  The text normalization feature of OCI Speech helps make transcriptions easier to read and understand by converting spoken language into a more standardized and grammatically correct format. This process includes correcting grammar, punctuation, and formatting, ensuring that the transcribed text is clear, accurate, and suitable for various use cases. Text normalization enhances the usability of transcriptions, making them more accessible and easier to process in downstream applications.
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                                                  NEW QUESTION # 19
                                                  What distinguishes Generative AI from other types of AI?

                                                  Answer: A

                                                  Explanation:
                                                  Generative AI is distinct from other types of AI in that it focuses on creating new content by learning patterns from existing data. This includes generating text, images, audio, and other types of media. Unlike AI that primarily analyzes data to make decisions or predictions, Generative AI actively creates new and original outputs. This ability to generate diverse content is a hallmark of Generative AI models like GPT-4, which can produce human-like text, create images, and even compose music based on the patterns they have learned from their training data.


                                                  NEW QUESTION # 20
                                                  What is a key advantage of using dedicated AI clusters in the OCI Generative AI service?

                                                  Answer: D

                                                  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 # 21
                                                  ......

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