Free Amazon MLA-C01 Exam Questions

An ML engineer wants to run a training job on Amazon SageMaker AI. The training job will train aneural network by using multiple GPUs. The training dataset is stored in Parquet format.The ML engineer discovered that the Parquet dataset contains files too large to fit into the memoryof the SageMaker AI training instances.Which solution will fix the memory problem?  

A machine learning specialist is developing a proof of concept for government users whose primary concern is security.The specialist is using Amazon SageMaker to train a convolutional neural network (CNN) model for a photo classifier application. The specialist wants to protect the data so that it cannot be accessed and transferred to a remote host by malicious code accidentally installed on the training container.Which action will provide the MOST secure protection?

A company regularly receives new training data from a vendor of an ML model. The vendor deliverscleaned and prepared data to the companys Amazon S3 bucket every 3“4 days.The company has an Amazon SageMaker AI pipeline to retrain the model. An ML engineer needs torun the pipeline automatically when new data is uploaded to the S3 bucket.Which solution will meet these requirements with the LEAST operational effort?

A company has historical data that shows whether customers needed long-term support from company staff. The company needs to develop an ML model to predict whether new customers will require long-term support. Which modeling approach should the company use to meet this requirement?

A company wants to share data with a vendor in real time to improve the performance of thevendor's ML models. The vendor needs to ingest the data in a stream. The vendor will use only someof the columns from the streamed data.Which solution will meet these requirements?