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NEW QUESTION 48
A Machine Learning team runs its own training algorithm on Amazon SageMaker. The training algorithm requires external assets. The team needs to submit both its own algorithm code and algorithm-specific parameters to Amazon SageMaker.
What combination of services should the team use to build a custom algorithm in Amazon SageMaker?
(Choose two.)

A. Amazon ECRB. AWS Secrets ManagerC. Amazon S3D. Amazon ECSE. AWS CodeStar

Answer: A,C

 

NEW QUESTION 49
A Machine Learning Specialist is working for a credit card processing company and receives an unbalanced dataset containing credit card transactions. It contains 99,000 valid transactions and 1,000 fraudulent transactions The Specialist is asked to score a model that was run against the dataset The Specialist has been advised that identifying valid transactions is equally as important as identifying fraudulent transactions What metric is BEST suited to score the model?

A. PrecisionB. RecallC. Area Under the ROC Curve (AUC)D. Root Mean Square Error (RMSE)

Answer: A

 

NEW QUESTION 50
A Data Scientist is working on an application that performs sentiment analysis. The validation accuracy is poor and the Data Scientist thinks that the cause may be a rich vocabulary and a low average frequency of words in the dataset Which tool should be used to improve the validation accuracy?

A. Natural Language Toolkit (NLTK) stemming and stop word removalB. Amazon SageMaker BlazingText allow modeC. Scikit-learn term frequency-inverse document frequency (TF-IDF) vectorizersD. Amazon Comprehend syntax analysts and entity detection

Answer: C

 

NEW QUESTION 51
A large consumer goods manufacturer has the following products on sale:
* 34 different toothpaste variants
* 48 different toothbrush variants
* 43 different mouthwash variants
The entire sales history of all these products is available in Amazon S3. Currently, the company is using custom-built autoregressive integrated moving average (ARIMA) models to forecast demand for these products. The company wants to predict the demand for a new product that will soon be launched.
Which solution should a Machine Learning Specialist apply?

A. Train an Amazon SageMaker DeepAR algorithm to forecast demand for the new product.B. Train an Amazon SageMaker k-means clustering algorithm to forecast demand for the new product.C. Train a custom XGBoost model to forecast demand for the new product.D. Train a custom ARIMA model to forecast demand for the new product.

Answer: A

Explanation:
The Amazon SageMaker DeepAR forecasting algorithm is a supervised learning algorithm for forecasting scalar (one-dimensional) time series using recurrent neural networks (RNN). Classical forecasting methods, such as autoregressive integrated moving average (ARIMA) or exponential smoothing (ETS), fit a single model to each individual time series. They then use that model to extrapolate the time series into the future.
Reference: https://docs.aws.amazon.com/sagemaker/latest/dg/deepar.html

 

NEW QUESTION 52
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