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Guide for AWS Certified Machine Learning - Specialty

Quiz AWS Certified Machine Learning - Specialty

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Quiz

1/10
Which of the following metrics should a Machine Learning Specialist generally use to
compare/evaluate machine learning classification models against each other?
Select the answer
1 correct answer
A.
Recall
B.
Misclassification rate
C.
Mean absolute percentage error (MAPE)
D.
Area Under the ROC Curve (AUC)

Quiz

2/10
A Machine Learning Specialist is working with multiple data sources containing billions of records
that need to be joined. What feature engineering and model development approach should the
Specialist take with a dataset this large?
Select the answer
1 correct answer
A.
Use an Amazon SageMaker notebook for both feature engineering and model development
B.
Use an Amazon SageMaker notebook for feature engineering and Amazon ML for model
development
C.
Use Amazon EMR for feature engineering and Amazon SageMaker SDK for model development
D.
Use Amazon ML for both feature engineering and model development.

Quiz

3/10
A Machine Learning Specialist has completed a proof of concept for a company using a small data
sample and now the Specialist is ready to implement an end-to-end solution in AWS using Amazon
SageMaker The historical training data is stored in Amazon RDS
Which approach should the Specialist use for training a model using that data?
Select the answer
1 correct answer
A.
Write a direct connection to the SQL database within the notebook and pull data in
B.
Push the data from Microsoft SQL Server to Amazon S3 using an AWS Data Pipeline and provide
the S3 location within the notebook.
C.
Move the data to Amazon DynamoDB and set up a connection to DynamoDB within the notebook
to pull data in
D.
Move the data to Amazon ElastiCache using AWS DMS and set up a connection within the
notebook to pull data in for fast access.

Quiz

4/10
A Machine Learning Specialist is using Amazon SageMaker to host a model for a highly available
customer-facing application .
The Specialist has trained a new version of the model, validated it with historical data, and now
wants to deploy it to production To limit any risk of a negative customer experience, the Specialist
wants to be able to monitor the model and roll it back, if needed
What is the SIMPLEST approach with the LEAST risk to deploy the model and roll it back, if needed?
Select the answer
1 correct answer
A.
Create a SageMaker endpoint and configuration for the new model version. Redirect production
traffic to the new endpoint by updating the client configuration. Revert traffic to the last version if
the model does not perform as expected.
B.
Create a SageMaker endpoint and configuration for the new model version. Redirect production
traffic to the new endpoint by using a load balancer Revert traffic to the last version if the model
does not perform as expected.
C.
Update the existing SageMaker endpoint to use a new configuration that is weighted to send 5%
of the traffic to the new variant. Revert traffic to the last version by resetting the weights if the model
does not perform as expected.
D.
Update the existing SageMaker endpoint to use a new configuration that is weighted to send
100% of the traffic to the new variant Revert traffic to the last version by resetting the weights if the
model does not perform as expected.

Quiz

5/10
A manufacturing company has a large set of labeled historical sales data The manufacturer would like
to predict how many units of a particular part should be produced each quarter Which machine
learning approach should be used to solve this problem?
Select the answer
1 correct answer
A.
Logistic regression
B.
Random Cut Forest (RCF)
C.
Principal component analysis (PCA)
D.
Linear regression

Quiz

6/10
A manufacturing company has structured and unstructured data stored in an Amazon S3 bucket A
Machine Learning Specialist wants to use SQL to run queries on this dat
a. Which solution requires the LEAST effort to be able to query this data?
Select the answer
1 correct answer
A.
Use AWS Data Pipeline to transform the data and Amazon RDS to run queries.
B.
Use AWS Glue to catalogue the data and Amazon Athena to run queries
C.
Use AWS Batch to run ETL on the data and Amazon Aurora to run the quenes
D.
Use AWS Lambda to transform the data and Amazon Kinesis Data Analytics to run queries

Quiz

7/10
A Machine Learning Specialist is packaging a custom ResNet model into a Docker container so the
company can leverage Amazon SageMaker for training The Specialist is using Amazon EC2 P3
instances to train the model and needs to properly configure the Docker container to leverage the
NVIDIA GPUs
What does the Specialist need to do1?
Select the answer
1 correct answer
A.
Bundle the NVIDIA drivers with the Docker image
B.
Build the Docker container to be NVIDIA-Docker compatible
C.
Organize the Docker container's file structure to execute on GPU instances.
D.
Set the GPU flag in the Amazon SageMaker Create TrainingJob request body

Quiz

8/10
A large JSON dataset for a project has been uploaded to a private Amazon S3 bucket The Machine
Learning Specialist wants to securely access and explore the data from an Amazon SageMaker
notebook instance A new VPC was created and assigned to the Specialist
How can the privacy and integrity of the data stored in Amazon S3 be maintained while granting
access to the Specialist for analysis?
Select the answer
1 correct answer
A.
Launch the SageMaker notebook instance within the VPC with SageMaker-provided internet
access enabled Use an S3 ACL to open read privileges to the everyone group
B.
Launch the SageMaker notebook instance within the VPC and create an S3 VPC endpoint for the
notebook to access the data Copy the JSON dataset from Amazon S3 into the ML storage volume on
the SageMaker notebook instance and work against the local dataset
C.
Launch the SageMaker notebook instance within the VPC and create an S3 VPC endpoint for the
notebook to access the data Define a custom S3 bucket policy to only allow requests from your VPC
to access the S3 bucket
D.
Launch the SageMaker notebook instance within the VPC with SageMaker-provided internet
access enabled. Generate an S3 pre-signed URL for access to data in the bucket

Quiz

9/10
Given the following confusion matrix for a movie classification model, what is the true class
frequency for Romance and the predicted class frequency for Adventure?



Certification Exam AWS Certified Machine Learning - Specialty Amazon Amazon-MLS-C01 2-1815061966
Select the answer
1 correct answer
A.
The true class frequency for Romance is 77.56% and the predicted class frequency for Adventure is
20 85%
B.
The true class frequency for Romance is 57.92% and the predicted class frequency for Adventure is
1312%
C.
The true class frequency for Romance is 0 78 and the predicted class frequency for Adventure is (0
47 - 0.32).
D.
The true class frequency for Romance is 77.56% * 0.78 and the predicted class frequency for
Adventure is 20 85% ' 0.32

Quiz

10/10
A Machine Learning Specialist is building a supervised model that will evaluate customers'
satisfaction with their mobile phone service based on recent usage The model's output should infer
whether or not a customer is likely to switch to a competitor in the next 30 days
Which of the following modeling techniques should the Specialist use1?
Select the answer
1 correct answer
A.
Time-series prediction
B.
Anomaly detection
C.
Binary classification
D.
Regression
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  • Quiz name:AWS Certified Machine Learning - Specialty
  • Total number of questions:207
  • Number of questions for the test:50
  • Pass score:80%

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