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Google Professional Machine Learning Engineer Sample Questions (Q120-Q125):

NEW QUESTION # 120
You need to build an ML model for a social media application to predict whether a user's submitted profile photo meets the requirements. The application will inform the user if the picture meets the requirements. How should you build a model to ensure that the application does not falsely accept a non-compliant picture?

* A. Use Vertex AI Workbench user-managed notebooks to build a custom model that has three times as many examples of pictures that do not meet the profile photo requirements.
* B. Use AutoML to optimize the model's recall in order to minimize false negatives.
* C. Use AutoML to optimize the model's F1 score in order to balance the accuracy of false positives and false negatives.
* D. Use Vertex AI Workbench user-managed notebooks to build a custom model that has three times as many examples of pictures that meet the profile photo requirements.
Answer: D

NEW QUESTION # 121
You are an ML engineer at a regulated insurance company. You are asked to develop an insurance approval model that accepts or rejects insurance applications from potential customers. What factors should you consider before building the model?

* A. Redaction, reproducibility, and explainability
* B. Federated learning, reproducibility, and explainability
* C. Traceability, reproducibility, and explainability
* D. Differential privacy federated learning, and explainability
Answer: A

NEW QUESTION # 122
You are developing a mode! to detect fraudulent credit card transactions. You need to prioritize detection because missing even one fraudulent transaction could severely impact the credit card holder. You used AutoML to tram a model on users' profile information and credit card transaction dat a. After training the initial model, you notice that the model is failing to detect many fraudulent transactions. How should you adjust the training parameters in AutoML to improve model performance?
Choose 2 answers

* A. Decrease the score threshold.
* B. Add more positive examples to the training set.
* C. Reduce the maximum number of node hours for training.
* D. Increase the score threshold.
* E. Add more negative examples to the training set.
Answer: A,E

NEW QUESTION # 123
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 training
* B. Create a cluster on Dataproc for training
* C. Create a Managed Instance Group with autoscaling
* D. Use Kubeflow Pipelines to train on a Google Kubernetes Engine cluster.
Answer: A

Explanation:
AI platform also contains kubeflow pipelines. you don't need to set up infrastructure to use it. For D you need to set up a kubernetes cluster engine. The question asks us to minimize infrastructure overheard.

NEW QUESTION # 124
You work for an online retail company that is creating a visual search engine. You have set up an end-to-end ML pipeline on Google Cloud to classify whether an image contains your company's product. Expecting the release of new products in the near future, you configured a retraining functionality in the pipeline so that new data can be fed into your ML models. You also want to use Al Platform's continuous evaluation service to ensure that the models have high accuracy on your test data set. What should you do?

* A. Replace your test dataset with images of the newer products when they are introduced to retraining.
* B. Keep the original test dataset unchanged even if newer products are incorporated into retraining
* C. Extend your test dataset with images of the newer products when they are introduced to retraining
* D. Update your test dataset with images of the newer products when your evaluation metrics drop below a pre-decided threshold.
Answer: C

NEW QUESTION # 125
......

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