A company is using an AWS Lambda function to monitor the metrics from an ML model. An ML engineer needs to implement a solution to send an email message when the metrics breach a threshold. Which solution will meet this requirement?
A. Log the metrics from the Lambda function to AWS CloudTrail. Configure a CloudTrail trail to send the email message.A company is gathering audio, video, and text data in various languages. The company needs to use a large language model (LLM) to summarize the gathered data that is in Spanish. Which solution will meet these requirements in the LEAST amount of time?
A. Train and deploy a model in Amazon SageMaker to convert the data into English text. Train and deploy an LLM in SageMaker to summarize the text.An ML engineer needs to use data with Amazon SageMaker Canvas to train an ML model. The data is stored in Amazon S3 and is complex in structure. The ML engineer must use a file format that minimizes processing time for the data. Which file format will meet these requirements?
A. CSV files compressed with SnappyA company has a Retrieval Augmented Generation (RAG) application that uses a vector database to store embeddings of documents. The company must migrate the application to AWS and must implement a solution that provides semantic
search of text files. The company has already migrated the text repository to an Amazon S3 bucket.
Which solution will meet these requirements?
A. Use an AWS Batch job to process the files and generate embeddings. Use AWS Glue to store the embeddings. Use SQL queries to perform the semantic searches.A company requires an AWS solution that can automatically generate versions of machine learning models as they are created. Which solution would effectively fulfill this requirement?
A. Amazon Elastic Container Registry (Amazon ECR)An ML engineer has deployed an Amazon SageMaker model to a serverless endpoint in production, using the InvokeEndpoint API operation. However, the model's latency in production is higher than the baseline latency observed in the test environment. The engineer suspects that the increased latency may be due to model startup time.
What steps should the ML engineer take to confirm or deny this hypothesis?
A. Schedule a SageMaker Model Monitor job. Observe metrics about model quality.A company uses Amazon Athena to query a dataset in Amazon S3. The dataset has a target variable that the company wants to predict. The company needs to use the dataset in a solution to determine if a model can predict the target variable. Which solution will provide this information with the LEAST development effort?
A. Create a new model by using Amazon SageMaker Autopilot. Report the model's achieved performance.A company currently utilizes 10 Reserved Instances of accelerated instance types to host the existing version of an ML model on an Amazon SageMaker real-time inference endpoint. An ML engineer needs to deploy a new version of the model while ensuring that both versions are served using the original 10 instances. Additionally, one extra Reserved Instance must be available for the deployment process. The transition between model versions must occur seamlessly, without any downtime or service interruptions.
Which solution would effectively fulfill these requirements?
A. Configure a blue/green deployment with all-at-once traffic shifting.A company is planning to use Amazon Redshift ML in its primary AWS account. The source data is in an Amazon S3 bucket in a secondary account. An ML engineer needs to set up an ML pipeline in the primary account to access the S3
bucket in the secondary account. The solution must not require public IPv4 addresses.
Which solution will meet these requirements?
A. Provision a Redshift cluster and Amazon SageMaker Studio in a VPC with no public access enabled in the primary account. Create a VPC peering connection between the accounts. Update the VPC route tables to remove the route to 0.0.0.0/0.A company is using Amazon SageMaker and millions of files to train an ML model. Each file is several megabytes in size. The files are stored in an Amazon S3 bucket. The company needs to improve training performance. Which solution will meet these requirements in the LEAST amount of time?
A. Transfer the data to a new S3 bucket that provides S3 Express One Zone storage. Adjust the training job to use the new S3 bucket.Nowadays, the certification exams become more and more important and required by more and more enterprises when applying for a job. But how to prepare for the exam effectively? How to prepare for the exam in a short time with less efforts? How to get a ideal result and how to find the most reliable resources? Here on Vcedump.com, you will find all the answers. Vcedump.com provide not only Amazon exam questions, answers and explanations but also complete assistance on your exam preparation and certification application. If you are confused on your MLA-C01 exam preparations and Amazon certification application, do not hesitate to visit our Vcedump.com to find your solutions here.