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Oracle 1z0-1122-24 Exam Syllabus Topics:
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Oracle Cloud Infrastructure 2024 AI Foundations Associate Sample Questions (Q20-Q25):
NEW QUESTION # 20
What can Oracle Cloud Infrastructure Document Understanding NOT do?
- A. Extract tables from documents
- B. Generate transcript from documents
- C. Classify documents into different types
- D. Extract text from documents
Answer: B
Explanation:
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 .
NEW QUESTION # 21
Which type of machine learning is used to understand relationships within data and is not focused on making predictions or classifications?
- A. Unsupervised learning
- B. Reinforcement learning
- C. Active learning
- D. Supervised learning
Answer: A
Explanation:
Unsupervised learning is a type of machine learning that focuses on understanding relationships within data without the need for labeled outcomes. Unlike supervised learning, which requires labeled data to train models to make predictions or classifications, unsupervised learning works with unlabeled data and aims to discover hidden patterns, groupings, or structures within the data.
Common applications of unsupervised learning include clustering, where the algorithm groups data points into clusters based on similarities, and association, where it identifies relationships between variables in the dataset. Since unsupervised learning does not predict outcomes but rather uncovers inherent structures, it is ideal for exploratory data analysis and discovering previously unknown patterns in data .
NEW QUESTION # 22
How is "Prompt Engineering" different from "Fine-tuning" in the context of Large Language Models (LLMs)?
- A. Prompt Engineering adjusts the model's parameters, while Fine-tuning crafts input prompts.
- B. Both involve retraining the model, but Prompt Engineering does it more often.
- C. Prompt Engineering creates input prompts, while Fine-tuning retrains the model on specific data.
- D. Prompt Engineering modifies training data, while Fine-tuning alters the model's structure.
Answer: C
Explanation:
In the context of Large Language Models (LLMs), Prompt Engineering and Fine-tuning are two distinct methods used to optimize the performance of AI models.
Prompt Engineering involves designing and structuring input prompts to guide the model in generating specific, relevant, and high-quality responses. This technique does not alter the model's internal parameters but instead leverages the existing capabilities of the model by crafting precise and effective prompts. The focus here is on optimizing how you ask the model to perform tasks, which can involve specifying the context, formatting the input, and iterating on the prompt to improve outputs .
Fine-tuning, on the other hand, refers to the process of retraining a pretrained model on a smaller, task-specific dataset. This adjustment allows the model to adapt its parameters to better suit the specific needs of the task at hand, effectively "specializing" the model for particular applications. Fine-tuning involves modifying the internal structure of the model to improve its accuracy and performance on the targeted tasks .
Thus, the key difference is that Prompt Engineering focuses on how to use the model effectively through input manipulation, while Fine-tuning involves altering the model itself to improve its performance on specialized tasks.
NEW QUESTION # 23
Which AI Ethics principle leads to the Responsible AI requirement of transparency?
- A. Explicability
- B. Prevention of harm
- C. Respect for human autonomy
- D. Fairness
Answer: A
Explanation:
Explicability is the AI Ethics principle that leads to the Responsible AI requirement of transparency. This principle emphasizes the importance of making AI systems understandable and interpretable to humans. Transparency is a key aspect of explicability, as it ensures that the decision-making processes of AI systems are clear and comprehensible, allowing users to understand how and why a particular decision or output was generated. This is critical for building trust in AI systems and ensuring that they are used responsibly and ethically.
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NEW QUESTION # 24
What is a key advantage of using dedicated AI clusters in the OCI Generative AI service?
- A. They allow access to unlimited database resources.
- B. They provide faster internet connection speeds.
- C. They are free of charge for all users.
- D. They provide high performance compute resources for fine-tuning tasks.
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 # 25
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