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In order to successfully pass the exam, hurry up to visit VCE4Plus.com to know more details.r The Google Professional-Machine-Learning-Engineer exam is designed to test a variety of skills and knowledge areas related to machine learning, including data analysis, model selection and evaluation, and deployment and monitoring of machine learning models. 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Our Professional-Machine-Learning-Engineer certification tool has their own fixed clients base in the domestic market and have an important share in the international market to attract more and more foreign clients.r Google Professional Machine Learning Engineer Certification Exam is an industry-leading certification that validates the skills and knowledge required to design, build, and deploy scalable and reliable machine learning models on Google Cloud Platform. Google Professional Machine Learning Engineer certification is designed for professionals who have experience in developing and deploying machine learning models in a production environment and are looking to advance their career in machine learning.r Google Professional Machine Learning Engineer Sample Questions (Q108-Q113):r NEW QUESTION # 108 Your organization wants to make its internal shuttle service route more efficient. The shuttles currently stop at all pick-up points across the city every 30 minutes between 7 am and 10 am. The development team has already built an application on Google Kubernetes Engine that requires users to confirm their presence and shuttle station one day in advance. What approach should you take?r A. 1. Build a reinforcement learning model with tree-based classification models that predict the presence of passengers at shuttle stops as agents and a reward function around a distance-based metric2. Dispatch an appropriately sized shuttle and provide the map with the required stops based on the simulated outcome.r B. 1. Define the optimal route as the shortest route that passes by all shuttle stations with confirmed attendance at the given time under capacity constraints.2 Dispatch an appropriately sized shuttle and indicate the required stops on the mapr C. 1. Build a tree-based classification model that predicts whether the shuttle should pick up passengers at each shuttle station.2. Dispatch an available shuttle and provide the map with the required stops based on the predictionr D. 1. Build a tree-based regression model that predicts how many passengers will be picked up at each shuttle station.2. Dispatch an appropriately sized shuttle and provide the map with the required stops based on the prediction.r Answer: Ar NEW QUESTION # 109 You recently joined a machine learning team that will soon release a new project. As a lead on the project, you are asked to determine the production readiness of the ML components. The team has already tested features and data, model development, and infrastructure. Which additional readiness check should you recommend to the team?r A. Ensure that model performance is monitoredr B. Ensure that training is reproducibler C. Ensure that all hyperparameters are tunedr D. Ensure that feature expectations are captured in the schemar Answer: Br Explanation:https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/aad9f93b86b7addfea4c419b9100c6cdd26cacea.pdfr NEW QUESTION # 110 A Machine Learning Specialist must build out a process to query a dataset on Amazon S3 using Amazon Athena. The dataset contains more than 800,000 records stored as plaintext CSV files. Each record contains200 columns and is approximately 1.5 MB in size. Most queries will span 5 to 10 columns only.How should the Machine Learning Specialist transform the dataset to minimize query runtime?r A. Convert the records to XML format.r B. Convert the records to Apache Parquet format.r C. Convert the records to JSON format.r D. Convert the records to GZIP CSV format.r Answer: Br Explanation:Using compressions will reduce the amount of data scanned by Amazon Athena, and also reduce your S3 bucket storage. It's a Win-Win for your AWS bill. Supported formats: GZIP, LZO, SNAPPY (Parquet) and ZLIB.Reference: https://www.cloudforecast.io/blog/using-parquet-on-athena-to-save-money-on-aws/r NEW QUESTION # 111 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?r A. Create a cluster on Dataproc for trainingr B. Use Kubeflow Pipelines to train on a Google Kubernetes Engine cluster.r C. Create a Managed Instance Group with autoscalingr D. Use Al Platform for distributed trainingr Answer: Cr NEW QUESTION # 112 You are building an ML model to predict trends in the stock market based on a wide range of factors. While exploring the data, you notice that some features have a large range. You want to ensure that the features with the largest magnitude don't overfit the model. What should you do?r A. Normalize the data by scaling it to have values between 0 and 1.r B. Apply a principal component analysis (PCA) to minimize the effect of any particular feature.r C. Standardize the data by transforming it with a logarithmic function.r D. 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