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Oracle Cloud Infrastructure 2024 Generative AI Professional Sample Questions (Q23-Q28):
NEW QUESTION # 23
You create a fine-tuning dedicated AI cluster to customize a foundational model with your custom training dat a. How many unit hours arc required for fine-tuning if the cluster is active for 10 hours?
- A. 10 unit hours
- B. 30 unit hours
- C. 15 unit hours
- D. 40 unit hours
Answer: A
Explanation:
When you create a fine-tuning dedicated AI cluster and it is active for 10 hours, the number of unit hours required for fine-tuning is equal to the duration for which the cluster is active. Therefore, if the cluster is active for 10 hours, it requires 10 unit hours. This calculation assumes that the unit hour measurement directly corresponds to the active time of the cluster.
Reference
OCI documentation on unit hours and fine-tuning processes
Usage guidelines for dedicated AI clusters in OCI
NEW QUESTION # 24
How are fine-tuned customer models stored to enable strong data privacy and security in the OCI Generative AI service?
- A. Stored in an unencrypted form in Object Storage
- B. Stored in Key Management service
- C. Stored in Object Storage encrypted by default
- D. Shared among multiple customers for efficiency
Answer: C
NEW QUESTION # 25
Which is NOT a category of pertained foundational models available in the OCI Generative AI service?
- A. Translation models
- B. Generation models
- C. Summarization models
- D. Embedding models
Answer: A
NEW QUESTION # 26
How does the utilization of T-Few transformer layers contribute to the efficiency of the fine-tuning process?
- A. By incorporating additional layers to the base model
- B. By excluding transformer layers from the fine-tuning process entirely
- C. By allowing updates across all layers of the model
- D. By restricting updates to only a specific croup of transformer Layers
Answer: D
NEW QUESTION # 27
In the context of generating text with a Large Language Model (LLM), what does the process of greedy decoding entail?
- A. Using a weighted random selection based on a modulated distribution
- B. Choosing the word with the highest probability at each step of decoding
- C. Picking a word based on its position in a sentence structure
- D. Selecting a random word from the entire vocabulary at each step
Answer: B
Explanation:
Greedy Decoding is a simple and fast text generation strategy where the model always selects the word with the highest probability at each step.
How Greedy Decoding Works:
At each step of text generation, the model picks the most probable next word.
No consideration is given to long-term coherence or fluency.
This method can lead to repetitive and suboptimal outputs due to the lack of exploration.
Limitations of Greedy Decoding:
May miss optimal sentence structures because it only considers the next word, not the full sequence.
Less diversity in generated text, as it follows the highest-probability path rigidly.
Better alternatives exist: Beam Search, Top-k Sampling, and Temperature Scaling provide more refined results.
Why Other Options Are Incorrect:
(A) is incorrect because greedy decoding does not select random words.
(C) is incorrect because word choice is based on probability, not sentence structure.
(D) is incorrect because weighted random selection is used in sampling methods like Top-k or Top-p (nucleus sampling).
🔹 Oracle Generative AI Reference:
Oracle AI incorporates Greedy Decoding, Beam Search, and Stochastic Sampling in its text generation models to optimize for accuracy and diversity.
NEW QUESTION # 28
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