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NEW QUESTION 29
A company that runs an online library is implementing a chatbot using Amazon Lex to provide book recommendations based on category. This intent is fulfilled by an AWS Lambda function that queries an Amazon DynamoDB table for a list of book titles, given a particular category. For testing, there are only three categories implemented as the custom slot types: "comedy," "adventure," and "documentary." A machine learning (ML) specialist notices that sometimes the request cannot be fulfilled because Amazon Lex cannot understand the category spoken by users with utterances such as "funny," "fun," and "humor." The ML specialist needs to fix the problem without changing the Lambda code or data in DynamoDB.
How should the ML specialist fix the problem?

A. Add the unrecognized words as synonyms in the custom slot type.B. Create a new custom slot type, add the unrecognized words to this slot type as enumeration values, and use this slot type for the slot.C. Add the unrecognized words in the enumeration values list as new values in the slot type.D. Use the AMAZON.SearchQuery built-in slot types for custom searches in the database.

Answer: D

 

NEW QUESTION 30
Machine Learning Specialist is building a model to predict future employment rates based on a wide range of economic factors. While exploring the data, the Specialist notices that the magnitude of the input features vary greatly. The Specialist does not want variables with a larger magnitude to dominate the model.
What should the Specialist do to prepare the data for model training?

A. Apply the orthogonal sparse bigram (OSB) transformation to apply a fixed-size sliding window to generate new features of a similar magnitude.B. Apply quantile binning to group the data into categorical bins to keep any relationships in the data by replacing the magnitude with distribution.C. Apply normalization to ensure each field will have a mean of 0 and a variance of 1 to remove any significant magnitude.D. Apply the Cartesian product transformation to create new combinations of fields that are independent of the magnitude.

Answer: C

Explanation:
Explanation/Reference: https://docs.aws.amazon.com/machine-learning/latest/dg/data-transformations-reference.html

 

NEW QUESTION 31
A company is observing low accuracy while training on the default built-in image classification algorithm in Amazon SageMaker. The Data Science team wants to use an Inception neural network architecture instead of a ResNet architecture.
Which of the following will accomplish this? (Select TWO.)

A. Create a support case with the SageMaker team to change the default image classification algorithm to Inception.B. Download and apt-get install the inception network code into an Amazon EC2 instance and use this instance as a Jupyter notebook in Amazon SageMaker.C. Bundle a Docker container with TensorFlow Estimator loaded with an Inception network and use this for model training.D. Customize the built-in image classification algorithm to use Inception and use this for model training.E. Use custom code in Amazon SageMaker with TensorFlow Estimator to load the model with an Inception network and use this for model training.

Answer: B,E

 

NEW QUESTION 32
A Machine Learning Specialist trained a regression model, but the first iteration needs optimizing. The Specialist needs to understand whether the model is more frequently overestimating or underestimating the target.
What option can the Specialist use to determine whether it is overestimating or underestimating the target value?

A. Root Mean Square Error (RMSE)B. Area under the curveC. Residual plotsD. Confusion matrix

Answer: A

 

NEW QUESTION 33
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