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Oracle 1z0-1127-24 Exam Syllabus Topics:

Topic Details
Topic 1
  • Using OCI Generative AI Service: It covers dedicated AI clusters for fine-tuning and inference. The topic also focuses on fundamentals of OCI Generative AI service, foundational models for Generation, Summarization, and Embedding.
Topic 2
  • Fundamentals of Large Language Models (LLMs): This topic discusses LLM architectures and LLM fine-tuning. Additionally, it focuses on prompts for LLMs and fundamentals of code models.
Topic 3
  • Building an LLM Application with OCI Generative AI Service: The topic discusses 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.

 

NEW QUESTION 12
What distinguishes the Cohere Embed v3 model from its predecessor in the OCI Generative AI service?

 
 
 
 

NEW QUESTION 13
An AI development company is working on an advanced AI assistant capable of handling queries in a seamless manner. Their goal is to create an assistant that can analyze images provided by users and generate descriptive text, as well as take text descriptions and produce accurate visual representations. Considering the capabilities, which type of model would the company likely focus on integrating into their AI assistant?

 
 
 
 

NEW QUESTION 14
Which statement best describes the role of encoder and decoder models in natural language processing?

 
 
 
 

NEW QUESTION 15
Which Oracle Accelerated Data Science (ADS) class can be used to deploy a Large Language Model (LLM) application to OCI Data Science model deployment?

 
 
 
 

NEW QUESTION 16
What is the primary purpose of LangSmith Tracing?

 
 
 
 

NEW QUESTION 17
What is the primary function of the “temperature” parameter in the OCI Generative AI Generation models?

 
 
 
 

NEW QUESTION 18
Which component of Retrieval-Augmented Generation (RAG) evaluates and prioritizes the information retrieved by the retrieval system?

 
 
 
 

NEW QUESTION 19
How does the integration of a vector database into Retrieval-Augmented Generation (RAG)-based Large Language Models(LLMS) fundamentally alter their responses?

 
 
 
 

NEW QUESTION 20
Which is a distinguishing feature of “Parameter-Efficient Fine-tuning (PEFT)” as opposed to classic Tine- tuning” in Large Language Model training?

 
 
 
 

NEW QUESTION 21
Which role docs a “model end point” serve in the inference workflow of the OCI Generative AI service?

 
 
 
 

NEW QUESTION 22
In LangChain, which retriever search type is used to balance between relevancy and diversity?

 
 
 
 

NEW QUESTION 23
Given a block of code:
qa = Conversational Retrieval Chain, from 11m (11m, retriever-retv, memory-memory) when does a chain typically interact with memory during execution?

 
 
 
 

NEW QUESTION 24
What does a dedicated RDMA cluster network do during model fine-tuning and inference?

 
 
 
 

NEW QUESTION 25
What is the purpose of the “stop sequence” parameter in the OCI Generative AI Generation models?

 
 
 
 

NEW QUESTION 26
When should you use the T-Few fine-tuning method for training a model?

 
 
 
 

NEW QUESTION 27
Which is a cost-related benefit of using vector databases with Large Language Models (LLMs)?

 
 
 
 

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