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Amazon AWS Certified AI Practitioner Sample Questions (Q73-Q78):
NEW QUESTION # 73
A company built a deep learning model for object detection and deployed the model to production.
Which AI process occurs when the model analyzes a new image to identify objects?
- A. Training
- B. Model deployment
- C. Bias correction
- D. Inference
Answer: D
NEW QUESTION # 74
A company wants to use AI to protect its application from threats. The AI solution needs to check if an IP address is from a suspicious source.
Which solution meets these requirements?
- A. Create a fraud forecasting system.
- B. Build a speech recognition system.
- C. Develop an anomaly detection system.
- D. Create a natural language processing (NLP) named entity recognition system.
Answer: C
Explanation:
An anomaly detection system is suitable for identifying unusual patterns or behaviors, such as suspicious IP addresses, which might indicate a potential threat.
* Anomaly Detection:
* Anomaly detection uses machine learning algorithms to identify deviations from normal behavior, such as unexpected traffic from a suspicious IP address.
* This is a common approach for identifying potential threats or malicious activity in cybersecurity applications.
* Why Option C is Correct:
* Detects Suspicious Behavior: An anomaly detection system can monitor and detect IP addresses that exhibit unusual or suspicious patterns.
* Real-time Monitoring: Provides continuous analysis of network traffic to identify potential security threats.
* Why Other Options are Incorrect:
* A. Speech recognition system: Is unrelated to detecting suspicious IP addresses.
* B. NLP named entity recognition: Focuses on identifying entities in text, not IP address analysis.
* D. Fraud forecasting system: Generally used for predicting fraud, not directly applicable to identifying suspicious IPs.
Thus, C is the correct answer for detecting suspicious IP addresses.
NEW QUESTION # 75
A company has a database of petabytes of unstructured data from internal sources. The company wants to transform this data into a structured format so that its data scientists can perform machine learning (ML) tasks.
Which service will meet these requirements?
- A. Amazon Lex
- B. AWS Glue
- C. Amazon Kinesis Data Streams
- D. Amazon Rekognition
Answer: B
Explanation:
AWS Glue is the correct service for transforming petabytes of unstructured data into a structured format suitable for machine learning tasks.
* AWS Glue:
* A fully managed extract, transform, and load (ETL) service that makes it easy to prepare and transform unstructured data into a structured format.
* Provides a range of tools for cleaning, enriching, and cataloging data, making it ready for data scientists to use in ML models.
* Why Option D is Correct:
* Data Transformation: AWS Glue can handle large volumes of data and transform unstructured data into structured formats efficiently.
* Integrated ML Support: Glue integrates with other AWS services to support ML workflows.
* Why Other Options are Incorrect:
* A. Amazon Lex: Used for building chatbots, not for data transformation.
* B. Amazon Rekognition: Used for image and video analysis, not for data transformation.
* C. Amazon Kinesis Data Streams: Handles real-time data streaming, not suitable for batch transformation of large volumes of unstructured data.
NEW QUESTION # 76
A company needs to choose a model from Amazon Bedrock to use internally. The company must identify a model that generates responses in a style that the company's employees prefer.
What should the company do to meet these requirements?
- A. Use the model InvocationLatency runtime metrics in Amazon CloudWatch when trying models.
- B. Evaluate the models by using built-in prompt datasets.
- C. Use public model leaderboards to identify the model.
- D. Evaluate the models by using a human workforce and custom prompt datasets.
Answer: D
NEW QUESTION # 77
A company is using a pre-trained large language model (LLM) to build a chatbot for product recommendations. The company needs the LLM outputs to be short and written in a specific language.
Which solution will align the LLM response quality with the company's expectations?
- A. Choose an LLM of a different size.
- B. Adjust the prompt.
- C. Increase the Top K value.
- D. Increase the temperature.
Answer: B
Explanation:
Adjusting the prompt is the correct solution to align the LLM outputs with the company's expectations for short, specific language responses.
* Adjust the Prompt:
* Modifying the prompt can guide the LLM to produce outputs that are shorter and tailored to the desired language.
* A well-crafted prompt can provide specific instructions to the model, such as "Answer in a short sentence in Spanish."
* Why Option A is Correct:
* Control Over Output: Adjusting the prompt allows for direct control over the style, length, and language of the LLM outputs.
* Flexibility: Prompt engineering is a flexible approach to refining the model's behavior without modifying the model itself.
* Why Other Options are Incorrect:
* B. Choose an LLM of a different size: The model size does not directly impact the response length or language.
* C. Increase the temperature: Increases randomness in responses but does not ensure brevity or specific language.
* D. Increase the Top K value: Affects diversity in model output but does not align directly with response length or language specificity.
NEW QUESTION # 78
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