Question 1

Which role does a "model endpoint" serve in the inference workflow of the OCI Generative AI service?

Options :

A : Hosts the training data for fine-tuning custom models

B : Updates the weights of the base model during the fine-tuning process

C : Serves as a designated point for user requests and model responses

D : Evaluates the performance metrics of the custom models

Answer: C

Question 2

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

Options :

A : similarity_score_threshold

B : mmr

C : similarity

D : top k

Answer: D

Question 3

Compared to traditional LLM generation, how does RAG potentially impact the training data requirements for OCI Generative AI projects?

Options :

A : RAG always requires a significantly larger dataset for training the LLM.

B : RAG can potentially lead to effective results even with smaller training datasets.

C : RAG eliminates the need for training data altogether, relying solely on retrieval.

D : The impact of RAG on training data requirements depends solely on th

Answer: B

Question 4

Compared to traditional LLM applications, how can LangChain models potentially improve the efficiency of text generation tasks?

Options :

A : By eliminating the need for human intervention in the writing process.

B : By reducing the computational resources required for model training.

C : By allowing for parallel processing of different parts of the generation pipeline.

D : By automatically generating new and creative writing prompts on the fly.

Answer: C

Question 5

When designing a LangChain model for summarizing factual topics, which element would be most crucial to optimize for accuracy?

Options :

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

B : The choice of a creative and engaging writing style for the prompts.

C : The selection of an appropriate dataset for pre-training the LLM model.

D : The configuration of memory size to hold all intermediate generation outputs

Answer: C

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