You Work for an Advertising Company, and You've Developed a Spark

question 192

Multiple Choice

You work for an advertising company, and you've developed a Spark ML model to predict click-through rates at advertisement blocks. You've been developing everything at your on-premises data center, and now your company is migrating to Google Cloud. Your data center will be migrated to BigQuery. You periodically retrain your Spark ML models, so you need to migrate existing training pipelines to Google Cloud. What should you do?

• A) Use Cloud ML Engine for training existing Spark ML models
• B) Rewrite your models on TensorFlow, and start using Cloud ML Engine
• C) Use Cloud Dataproc for training existing Spark ML models, but start reading data directly from BigQuery
• D) Spin up a Spark cluster on Compute Engine, and train Spark ML models on the data exported from BigQuery

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Definitions:

Residual Value

The estimated value of an asset at the end of its useful life.

Component Depreciation

The practice of depreciating parts of an asset separately in order to more accurately reflect their useful lives and value.

Land Improvements

Enhancements made to a parcel of land to increase its value, such as landscaping, fencing, and paving.

Personal Property

Personal property encompasses any movable property that is not attached to or associated with real estate, such as vehicles, furniture, and electronic devices.