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NEW QUESTION 23
You are developing models to classify customer support emails. You created models with TensorFlow Estimators using small datasets on your on-premises system, but you now need to train the models using large datasets to ensure high performance. You will port your models to Google Cloud and want to minimize code refactoring and infrastructure overhead for easier migration from on-prem to cloud. What should you do?

A. Use Al Platform for distributed trainingB. Create a cluster on Dataproc for trainingC. Use Kubeflow Pipelines to train on a Google Kubernetes Engine cluster.D. Create a Managed Instance Group with autoscaling

Answer: D

 

NEW QUESTION 24
You are designing an ML recommendation model for shoppers on your company's ecommerce website. You will use Recommendations Al to build, test, and deploy your system. How should you develop recommendations that increase revenue while following best practices?

A. Use the "Other Products You May Like" recommendation type to increase the click-through rateB. Use the "Frequently Bought Together' recommendation type to increase the shopping cart size for each order.C. Import your user events and then your product catalog to make sure you have the highest quality event streamD. Because it will take time to collect and record product data, use placeholder values for the product catalog to test the viability of the model.

Answer: C

 

NEW QUESTION 25
You are training a Resnet model on Al Platform using TPUs to visually categorize types of defects in automobile engines. You capture the training profile using the Cloud TPU profiler plugin and observe that it is highly input-bound. You want to reduce the bottleneck and speed up your model training process. Which modifications should you make to the tf .data dataset?
Choose 2 answers

A. Decrease the batch size argument in your transformationB. Set the prefetch option equal to the training batch sizeC. Increase the buffer size for the shuffle option.D. Reduce the value of the repeat parameterE. Use the interleave option for reading data

Answer: A,B

Explanation:
https://towardsdatascience.com/overcoming-data-preprocessing-bottlenecks-with-tensorflow-data-service-nvidia-dali-and-other-d6321917f851

 

NEW QUESTION 26
You work for a large hotel chain and have been asked to assist the marketing team in gathering predictions for a targeted marketing strategy. You need to make predictions about user lifetime value (LTV) over the next 30 days so that marketing can be adjusted accordingly. The customer dataset is in BigQuery, and you are preparing the tabular data for training with AutoML Tables. This data has a time signal that is spread across multiple columns. How should you ensure that AutoML fits the best model to your data?

A. Manually combine all columns that contain a time signal into an array Allow AutoML to interpret this array appropriately Choose an automatic data split across the training, validation, and testing setsB. Submit the data for training without performing any manual transformations Allow AutoML to handle the appropriate transformations Choose an automatic data split across the training, validation, and testing setsC. Submit the data for training without performing any manual transformations, and indicate an appropriate column as the Time column Allow AutoML to split your data based on the time signal provided, and reserve the more recent data for the validation and testing setsD. Submit the data for training without performing any manual transformations Use the columns that have a time signal to manually split your data Ensure that the data in your validation set is from 30 days after the data in your training set and that the data in your testing set is from 30 days after your validation set

Answer: D

Explanation:
https://cloud.google.com/automl-tables/docs/data-best-practices#time

 

NEW QUESTION 27
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