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Oracle 1z0-1127-24 Exam Syllabus Topics:
Topic
Details
Topic 1
- Fundamentals of Large Language Models (LLMs): For AI developers and Cloud Architects, this topic discusses LLM architectures and LLM fine-tuning. Additionally, it focuses on prompts for LLMs and fundamentals of code models.
Topic 2
- Using OCI Generative AI Service: For AI Specialists, this section covers dedicated AI clusters for fine-tuning and inference. The topic also focuses on the fundamentals of OCI Generative AI service, foundational models for Generation, Summarization, and Embedding.
Topic 3
- Building an LLM Application with OCI Generative AI Service: For AI Engineers, this section covers Retrieval Augmented Generation (RAG) concepts, vector database concepts, and semantic search concepts. It also focuses on deploying an LLM, tracing and evaluating an LLM, and building an LLM application with RAG and LangChain.
Oracle Cloud Infrastructure 2024 Generative AI Professional Sample Questions (Q33-Q38):
NEW QUESTION # 33
How can the concept of "Groundedness" differ from "Answer Relevance" in the context of Retrieval Augmented Generation (RAG)?
- A. Groundedness focuses on data integrity, whereas Answer Relevance emphasizes lexical diversity.
- B. Groundedness measures relevance to the user query, whereas Answer Relevance evaluates data integrity.
- C. Groundedness refers to contextual alignment, whereas Answer Relevance deals with syntactic accuracy.
- D. Groundedness pertains to factual correctness, whereas Answer Relevance concerns query relevance.
Answer: D
Explanation:
In Retrieval-Augmented Generation (RAG), two key evaluation metrics are Groundedness and Answer Relevance, each addressing different aspects of AI-generated responses.
Groundedness (Factual Correctness):
Determines whether the AI-generated answer is factually based on the retrieved data.
Ensures that AI responses are verifiable from the reference documents.
Prevents hallucination, where the model generates plausible but incorrect answers.
Answer Relevance (Query Alignment):
Evaluates how well the response aligns with the user's original query.
A response may be factually correct but irrelevant to the actual question.
Ensures that AI responses remain contextually appropriate.
Key Differences:
Groundedness ensures that responses are based on correct data.
Answer Relevance checks whether the response actually answers the user's query.
🔹 Oracle Generative AI Reference:
Oracle AI ensures fact-checking and contextual accuracy in its retrieval-augmented models, reducing AI hallucination risks.
NEW QUESTION # 34
Given the following code:
Prompt Template
(input_variable[''rhuman_input",'city''], template-template)
Which statement is true about Promt Template in relation to input_variables?
- A. PromptTemplate requires a minimum of two variables to function property.
- B. PromptTemplate supports Any number of variable*, including the possibility of having none.
- C. PromptTemplate is unable to use any variables.
- D. PromptTemplate can support only a single variable M a time.
Answer: B
NEW QUESTION # 35
What is the primary function of the "temperature" parameter in the OCI Generative AI Generation models?
- A. Assigns a penalty to tokens that have already appeared in the preceding text
- B. Determines the maximum number of tokens the model can generate per response
- C. Specifies a string that tells the model to stop generating more content
- D. Controls the randomness of the model's output, affecting its creativity
Answer: D
Explanation:
The "temperature" parameter in generative AI models controls the randomness of the model's output. It affects the creativity and diversity of the generated text:
Low temperature: Leads to more deterministic and focused outputs, where the model tends to choose the most probable tokens, resulting in less randomness and creativity.
High temperature: Increases randomness by making the probability distribution over the next tokens flatter. This allows for more diverse and creative outputs, as the model is more likely to choose less probable tokens.
Adjusting the temperature parameter enables fine-tuning the balance between creativity and coherence in the model's responses.
Reference
Research articles on the role of temperature in generative models
Technical guides for tuning generative AI models in OCI
NEW QUESTION # 36
What do prompt templates use for templating in language model applications?
- A. Python's class and object structures
- B. Python's lambda functions
- C. Python's list comprehension syntax
- D. Python's str.format syntax
Answer: D
Explanation:
Prompt templates are structured text-based input patterns that include placeholders for dynamic variable substitution. These templates help generate prompts for LLMs (Large Language Models) in a systematic and reusable way.
Prompt Template Example using str.format():
template = "What is the capital of {country}?"
formatted_prompt = template.format(country="France")
print(formatted_prompt) # Output: "What is the capital of France?"
Why str.format() is Used:
It allows dynamic insertion of variables.
It is flexible and widely supported in Python-based AI frameworks.
Used in LangChain, OpenAI API, and Oracle AI applications.
Why Other Options Are Incorrect:
(A) Lambda functions are used for anonymous function execution, not string templating.
(C) List comprehensions are used for iterating over lists, not text formatting.
(D) Class and object structures define OOP models, not LLM prompt templates.
🔹 Oracle Generative AI Reference:
Oracle AI frameworks use Python's str.format() and f-strings for LLM prompt engineering and AI-driven workflow automation.
NEW QUESTION # 37
What is the purpose of Retrieval Augmented Generation (RAG) in text generation?
- A. To generate text based only on the model's internal knowledge without external data
- B. To generate text using extra information obtained from an external data source
- C. To retrieve text from an external source and present it without any modifications
- D. To store text in an external database without using it for generation
Answer: B
Explanation:
Retrieval-Augmented Generation (RAG) combines retrieval mechanisms with text generation, allowing models to pull external knowledge before generating responses.
How RAG Works:
The model retrieves relevant documents from an external database.
Uses this retrieved information to generate factually grounded responses.
Reduces hallucinations, improving accuracy and context relevance.
Why Other Options Are Incorrect:
(A) is incorrect because RAG modifies the retrieved text by integrating it into a generated response.
(B) is incorrect because RAG retrieves and uses data, not just stores it.
(C) is incorrect because RAG relies on external knowledge, whereas LLMs alone use internal pre-trained knowledge.
🔹 Oracle Generative AI Reference:
Oracle AI applies RAG techniques to improve enterprise AI applications, enhancing fact-based text generation.
NEW QUESTION # 38
......
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