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  • Exam Name: Oracle Cloud Infrastructure 2024 Generative AI Professional
  • Last Update: 15-Jun-2024
  • Questions and Answers: 40
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1z0-1127-24 Questions and Answers

Question # 1

How does the utilization of T-Few transformer layers contribute to the efficiency of the fine-tuning process?


By incorporating additional layers to the base model


By allowing updates across all layers of the model


By excluding transformer layers from the fine-tuning process entirely


By restricting updates to only a specific croup of transformer Layers

Question # 2

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


It transforms their architecture from a neural network to a traditional database system.


It shifts the basis of their responses from pretrained internal knowledge to real-time data retrieval.


It enables them to bypass the need for pretraining on large text corpora.


It limits their ability to understand and generate natural language.

Question # 3

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?


Continuously throughout the entire chain execution process


Only after the output has been generated


After user input but before chain execution, and again after core logic but before output


Before user input and after chain execution

Question # 4

How does the architecture of dedicated Al clusters contribute to minimizing GPU memory overhead forT- Few fine-tuned model inference?


By sharing base model weights across multiple fine-tuned model’s on the same group of GPUs


By optimizing GPIJ memory utilization for each model’s unique para


By allocating separate GPUS for each model instance


By loading the entire model into G PU memory for efficient processing

Question # 5

You create a fine-tuning dedicated AI cluster to customize a foundational model with your custom training data. How many unit hours arc required for fine-tuning if the cluster is active for 10 hours?


10 unit hours


30 unit hours


15 unit hours


40 unit hours

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