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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Designing data processing systems | 20% | - Storage and data modeling
|
| Topic 2: Maintaining and optimizing data and ML solutions | 20% | - Machine learning integration
|
| Topic 3: Operationalizing data and ML pipelines | 30% | - Monitoring and troubleshooting
|
| Topic 4: Building and operationalizing data processing systems | 30% | - Data ingestion and transformation
|
You are implementing several batch jobs that must be executed on a schedule. These jobs have many interdependent steps that must be executed in a specific order. Portions of the jobs involve executing shell scripts, running Hadoop jobs, and running queries in BigQuery. The jobs are expected to run for many minutes up to several hours. If the steps fail, they must be retried a fixed number of times. Which service should you use to manage the execution of these jobs?
Correct Answer: C 🗳️
The YARN ResourceManager and the HDFS NameNode interfaces are available on a Cloud Dataproc cluster .
Correct Answer: B 🗳️
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What are all of the BigQuery operations that Google charges for?
Correct Answer: D 🗳️
Explanation: Only visible for BraindumpsPrep members. You can sign-up / login (it's free).
You work for a global shipping company. You want to train a model on 40 TB of data to predict which ships in each geographic region are likely to cause delivery delays on any given day. The model will be based on multiple attributes collected from multiple sources. Telemetry data, including location in GeoJSON format, will be pulled from each ship and loaded every hour. You want to have a dashboard that shows how many and which ships are likely to cause delays within a region. You want to use a storage solution that has native functionality for prediction and geospatial processing. Which storage solution should you use?
Correct Answer: D 🗳️
You are developing an application on Google Cloud that will automatically generate subject labels for users' blog posts. You are under competitive pressure to add this feature quickly, and you have no additional developer resources. No one on your team has experience with machine learning. What should you do?
Correct Answer: A 🗳️
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