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Google Professional Machine Learning Engineer Sample Questions (Q105-Q110):

NEW QUESTION # 105
You are developing ML models with Al Platform for image segmentation on CT scans. You frequently update your model architectures based on the newest available research papers, and have to rerun training on the same dataset to benchmark their performance. You want to minimize computation costs and manual intervention while having version control for your code. What should you do?

A. Use Cloud Build linked with Cloud Source Repositories to trigger retraining when new code is pushed to the repository
B. Use the gcloud command-line tool to submit training jobs on Al Platform when you update your code
C. Create an automated workflow in Cloud Composer that runs daily and looks for changes in code in Cloud Storage using a sensor.
D. Use Cloud Functions to identify changes to your code in Cloud Storage and trigger a retraining job

Answer: B

NEW QUESTION # 106
You are an ML engineer at a bank that has a mobile application. Management has asked you to build an ML-based biometric authentication for the app that verifies a customer's identity based on their fingerprint. Fingerprints are considered highly sensitive personal information and cannot be downloaded and stored into the bank databases. Which learning strategy should you recommend to train and deploy this ML model?

A. Federated learning
B. Differential privacy
C. Data Loss Prevention API
D. MD5 to encrypt data

Answer: A

NEW QUESTION # 107
You are responsible for building a unified analytics environment across a variety of on-premises data marts. Your company is experiencing data quality and security challenges when integrating data across the servers, caused by the use of a wide range of disconnected tools and temporary solutions. You need a fully managed, cloud-native data integration service that will lower the total cost of work and reduce repetitive work. Some members on your team prefer a codeless interface for building Extract, Transform, Load (ETL) process. Which service should you use?

A. Cloud Data Fusion
B. Dataflow
C. Dataprep
D. Apache Flink

Answer: A

NEW QUESTION # 108
You are training an object detection model using a Cloud TPU v2. Training time is taking longer than expected. Based on this simplified trace obtained with a Cloud TPU profile, what action should you take to decrease training time in a cost-efficient way?

A. Rewrite your input function using parallel reads, parallel processing, and prefetch.
B. Rewrite your input function to resize and reshape the input images.
C. Move from Cloud TPU v2 to 8 NVIDIA V100 GPUs and increase batch size.
D. Move from Cloud TPU v2 to Cloud TPU v3 and increase batch size.

Answer: D

NEW QUESTION # 109
You work for a gaming company that manages a popular online multiplayer game where teams with 6 players play against each other in 5-minute battles. There are many new players every day. You need to build a model that automatically assigns available players to teams in real time. User research indicates that the game is more enjoyable when battles have players with similar skill levels. Which business metrics should you track to measure your model's performance?

A. User engagement as measured by the number of battles played daily per user
B. Precision and recall of assigning players to teams based on their predicted versus actual ability
C. Average time players wait before being assigned to a team
D. Rate of return as measured by additional revenue generated minus the cost of developing a new model

Answer: A

NEW QUESTION # 110
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