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Oracle 1z0-1127-24 Exam Syllabus Topics:
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Oracle Cloud Infrastructure 2024 Generative AI Professional Sample Questions (Q39-Q44):
NEW QUESTION # 39
What is the purpose of the "stop sequence" parameter in the OCI Generative AI Generation models?
- A. It specifies a string that tells the model to stop generating more content
- B. It assigns a penalty to frequently occurring tokens to reduce repetitive text.
- C. It determines the maximum number of tokens the model can generate per response.
- D. It com rob the randomness of the model* output, affecting its creativity.
Answer: A
NEW QUESTION # 40
How do Dot Product and Cosine Distance differ in their application to comparing text embeddings in natural language?
- A. Dot Product measures the magnitude and direction vectors, whereas Cosine Distance focuses on the orientation regardless of magnitude.
- B. Dot Product assesses the overall similarity in content, whereas Cosine Distance measures topical relevance.
- C. Dot Product calculates the literal overlap of words, whereas Cosine Distance evaluates the stylistic similarity.
- D. Dot Product is used for semantic analysis, whereas Cosine Distance is used for syntactic comparisons.
Answer: A
Explanation:
Dot Product and Cosine Distance are both metrics used to compare text embeddings, but they operate differently:
Dot Product: Measures the magnitude and direction of the vectors. It takes into account both the size (magnitude) and the angle (direction) between the vectors. This can result in higher similarity scores for longer vectors, even if they point in similar directions.
Cosine Distance: Focuses on the orientation of the vectors regardless of their magnitude. It measures the cosine of the angle between two vectors, which normalizes the vectors to unit length. This makes it a measure of the angle (or orientation) between the vectors, providing a similarity score that is independent of the vector lengths.
Reference
Research papers on text embedding comparison metrics
Technical documentation on vector similarity measures
NEW QUESTION # 41
What does the Loss metric indicate about a model's predictions?
- A. Loss indicates how good a prediction is, and it should increase as the model improves.
- B. Loss measures the total number of predictions made by a model.
- C. Loss is a measure that indicates how wrong the model's predictions are.
- D. Loss describes the accuracy of the right predictions rather than the incorrect ones.
Answer: C
Explanation:
In machine learning and AI models, the loss metric quantifies the error between the model's predictions and the actual values.
Definition of Loss:
Loss represents how far off the model's predictions are from the expected output.
The objective of training an AI model is to minimize loss, improving its predictive accuracy.
Loss functions are critical in gradient descent optimization, which updates model parameters.
Types of Loss Functions:
Mean Squared Error (MSE) - Used for regression problems.
Cross-Entropy Loss - Used in classification problems (e.g., NLP tasks).
Hinge Loss - Used in Support Vector Machines (SVMs).
Negative Log-Likelihood (NLL) - Common in probabilistic models.
Clarifying Other Options:
(B) is incorrect because loss does not count the number of predictions.
(C) is incorrect because loss focuses on both right and wrong predictions.
(D) is incorrect because loss should decrease as a model improves, not increase.
🔹 Oracle Generative AI Reference:
Oracle AI platforms implement loss optimization techniques in their training pipelines for LLMs, classification models, and deep learning architectures.
NEW QUESTION # 42
What does "k-shot prompting* refer to when using Large Language Models for task-specific applications?
- A. Limiting the model to only k possible outcomes or answers for a given task
- B. The process of training the model on k different tasks simultaneously to improve its versatility
- C. Explicitly providing k examples of the intended task in the prompt to guide the models output
- D. Providing the exact k words in the prompt to guide the model's response
Answer: C
Explanation:
K-shot prompting refers to providing the language model with k examples of the task at hand within the prompt. These examples help guide the model's understanding and output by demonstrating the desired format and approach. This technique is used to improve the model's performance on specific tasks by showing it how to handle similar situations.
Reference
Research papers on few-shot learning and prompting techniques
Technical documentation on using examples in prompts for large language models
NEW QUESTION # 43
What does a cosine distance of 0 indicate about the relationship between two embeddings?
- A. They are unrelated
- B. They have the same magnitude
- C. They are completely dissimilar
- D. They are similar in direction
Answer: D
Explanation:
Cosine distance (or cosine similarity) is a metric used to measure the angular similarity between two vectors in high-dimensional space.
Cosine Distance Calculation:
Cosine similarity formula:
The value ranges from -1 to 1:
1 → Vectors are identical.
0 → Vectors are orthogonal (unrelated).
-1 → Vectors are completely opposite.
Why a Cosine Distance of 0 Means Similar Direction:
A cosine similarity of 1 means vectors point in the same direction.
A cosine distance of 0 means maximum similarity (no angular difference).
Why Other Options Are Incorrect:
(A) is incorrect because a cosine distance of 0 implies similarity, not dissimilarity.
(B) is incorrect because unrelated vectors have a cosine similarity close to 0, not exactly 0.
(C) is incorrect because cosine similarity does not measure vector magnitude, only direction.
🔹 Oracle Generative AI Reference:
Oracle's vector search and embedding-based AI models rely on cosine similarity for semantic search, recommendation systems, and NLP tasks.
NEW QUESTION # 44
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