最新的最新AIF-C01考古題,Amazon AIF-C01試題
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專業的最新AIF-C01考古題及資格考試領先提供者和免費下載中的AIF-C01:AWS Certified AI Practitioner
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最新的 AWS Certified AI AIF-C01 免費考試真題 (Q361-Q366):
問題 #361
Which option is a disadvantage of using generative AI models in production systems?
- A. Possible high accuracy and reliability
- B. Negligible computational resource requirements
- C. Hallucinations and inaccuracies
- D. Deterministic and consistent behavior
答案:C
解題說明:
AWS documentation identifies hallucinations and inaccuracies as a key challenge when deploying generative AI models in production environments. Hallucinations occur when a model generates responses that are plausible-sounding but factually incorrect, unsupported, or misleading.
Generative AI models are probabilistic by nature and do not have an inherent understanding of truth. AWS emphasizes that these models generate outputs based on patterns learned from training data, which can lead to confident but incorrect responses, especially when prompts lack sufficient context or when the model is asked about information outside its training scope.
The other options do not represent disadvantages. High accuracy and reliability are desired outcomes, not limitations. Deterministic behavior is not typical of generative models and is not a disadvantage. Negligible computational requirements are incorrect, as generative models typically require significant compute resources.
AWS recommends mitigation strategies such as Retrieval Augmented Generation, human review, prompt engineering, and output validation to reduce hallucinations. Nevertheless, hallucinations remain a known risk, making this option the correct answer.
問題 #362
A security company is using Amazon Bedrock to run foundation models (FMs). The company wants to ensure that only authorized users invoke the models. The company needs to identify any unauthorized access attempts to set appropriate AWS Identity and Access Management (IAM) policies and roles for future iterations of the FMs.
Which AWS service should the company use to identify unauthorized users that are trying to access Amazon Bedrock?
- A. Amazon Fraud Detector
- B. AWS Audit Manager
- C. AWS Trusted Advisor
- D. AWS CloudTrail
答案:D
問題 #363
A company has built an image classification model to predict plant diseases from photos of plant leaves. The company wants to evaluate how many images the model classified correctly.
Which evaluation metric should the company use to measure the model's performance?
- A. Learning rate
- B. Accuracy
- C. R-squared score
- D. Root mean squared error (RMSE)
答案:B
解題說明:
Accuracy is the most appropriate metric to measure the performance of an image classification model. It indicates the percentage of correctly classified images out of the total number of images. In the context of classifying plant diseases from images, accuracy will help the company determine how well the model is performing by showing how many images were correctly classified.
* Option B (Correct): "Accuracy": This is the correct answer because accuracy measures the proportion of correct predictions made by the model, which is suitable for evaluating the performance of a classification model.
* Option A: "R-squared score" is incorrect as it is used for regression analysis, not classification tasks.
* Option C: "Root mean squared error (RMSE)" is incorrect because it is also used for regression tasks to measure prediction errors, not for classification accuracy.
* Option D: "Learning rate" is incorrect as it is a hyperparameter for training, not a performance metric.
AWS AI Practitioner References:
* Evaluating Machine Learning Models on AWS: AWS documentation emphasizes the use of appropriate metrics, like accuracy, for classification tasks.
問題 #364
A company has petabytes of unlabeled customer data to use for an advertisement campaign. The company wants to classify its customers into tiers to advertise and promote the company's products.
Which methodology should the company use to meet these requirements?
- A. Reinforcement learning
- B. Supervised learning
- C. Unsupervised learning
- D. Reinforcement learning from human feedback (RLHF)
答案:C
問題 #365
A company is building a generative Al application and is reviewing foundation models (FMs). The company needs to consider multiple FM characteristics.
Select the correct FM characteristic from the following list for each definition. Each FM characteristic should be selected one time. (Select THREE.) Concurrency Context windows Latency
答案:
解題說明:
Explanation:
AWS References:
Amazon Bedrock - Model parameters and context window
AWS ML Inference - Latency and Throughput
AWS Scalability - Concurrency
問題 #366
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