Question 1

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

Options :

A : By sharing base model weights across multiple fine-tuned models on the same group of GPUs

B : By optimizing GPU memory utilization for each model’s unique parameters

C : By allocating separate GPUs for each model instance

D : By loading the entire model into GPU memory for efficient processing

Answer: A

Question 2

When designing a LangChain for an LLM application with RAG, what element should ensure alignment between retrieved documents and LangChain prompts?

Options :

A : The programming language used to interact with the OCI Generative AI service.

B : The size and complexity of the LangChain model architecture.

C : The selection of appropriate keywords in both prompts and retrieved documents

D : The choice of a specific distance metric for the vector database search.

Answer: C

Question 3

When creating a model endpoint in OCI Generative AI, what information is mandatory to specify?

Options :

A : The specific hardware configuration required for the endpoint.

B : The pre-trained model you want to use without modification.

C : The fine-tuned model you want to deploy for real-time inference.

D : The validation dataset used during the fine-tuning process.

Answer: C

Question 4

How are documents usually evaluated in the simplest form of keyword-based search?By the complexity of language used in the documents

Options :

A : The complexity of language used in the documents is not typically a factor in keyword-based search evaluation. The focus is on the presence and frequency of specific keywords provided by the user to match and retrieve relevant documents.

B : Based on the presence and frequency of the user-provided keywords

C : Based on the number of images and videos contained in the documents

D : According to the length of the documents

Answer: B

Question 5

In the context of OCI Generative AI security, what responsibility falls on the user regarding the custom data uploaded for fine-tuning?

Options :

A : OCI is responsible for ensuring the privacy and security of all uploaded data.

B : Users have no control over how their data is used after uploading it.

C : Users retain ownership and responsibility for securing their uploaded data.

D : Uploading data automatically grants OCI permission to share it with th

Answer: C

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