Professional-Data-Engineer Exam Dumps | If a dataset contains rows with individual people and columns for year of birth, country, and income,

Home
Google
Google Certified Professional Data Engineer Exam
Google.Professional-Data-Engineer.v2025-06-02.q164
Question 135

Valid Professional-Data-Engineer Dumps shared by ExamDiscuss.com for Helping Passing Professional-Data-Engineer Exam! ExamDiscuss.com now offer the newest Professional-Data-Engineer exam dumps, the ExamDiscuss.com Professional-Data-Engineer exam questions have been updated and answers have been corrected get the newest ExamDiscuss.com Professional-Data-Engineer dumps with Test Engine here:

Access Professional-Data-Engineer Dumps Premium Version
(386 Q&As Dumps, 35%OFF Special Discount Code: freecram)

<< Prev Question Next Question >>

Question 135/164

If a dataset contains rows with individual people and columns for year of birth, country, and income, how many of the columns are continuous and how many are categorical?

A. 1 continuous and 2 categorical

B. 3 categorical

C. 3 continuous

D. 2 continuous and 1 categorical

Correct Answer: D

The columns can be grouped into two types-categorical and continuous columns:
A column is called categorical if its value can only be one of the categories in a finite set. For example, the native country of a person (U.S., India, Japan, etc.) or the education level (high school, college, etc.) are categorical columns.
A column is called continuous if its value can be any numerical value in a continuous range. For example, the capital gain of a person (e.g. $14,084) is a continuous column.
Year of birth and income are continuous columns. Country is a categorical column.
You could use bucketization to turn year of birth and/or income into categorical features, but the raw columns are continuous.

Your email address will not be published. Required fields are marked *

Comment: *

Name: *

Email: *

Rating: *

Verification: *

Question List (164q): Question 1: You need to deploy additional dependencies to all of a Cloud...; Question 2: You are working on a sensitive project involving private use...; Question 3: You want to migrate an on-premises Hadoop system to Cloud Da...; Question 4: An external customer provides you with a daily dump of data ...; Question 5: You are designing a data mesh on Google Cloud with multiple ...; Question 6: You are preparing an organization-wide dataset. You need to ...; Question 7: You are building an application to share financial market da...; Question 8: You are creating the CI'CD cycle for the code of the directe...; Question 9: You are designing an Apache Beam pipeline to enrich data fro...; Question 10: You plan to deploy Cloud SQL using MySQL. You need to ensure...; Question 11: Your infrastructure team has set up an interconnect link bet...; Question 12: You are loading CSV files from Cloud Storage to BigQuery. Th...; Question 13: You need (o give new website users a globally unique identif...; Question 14: You designed a database for patient records as a pilot proje...; Question 15: You need to choose a database for a new project that has the...; Question 16: Your organization is modernizing their IT services and migra...; Question 17: You have two projects where you run BigQuery jobs: * One pro...; Question 18: Your United States-based company has created an application ...; Question 19: MJTelco is building a custom interface to share dat a. They ...; Question 20: You launched a new gaming app almost three years ago. You ha...; Question 21: Which of these is NOT a way to customize the software on Dat...; Question 22: Which Cloud Dataflow / Beam feature should you use to aggreg...; Question 23: You need to copy millions of sensitive patient records from ...; Question 24: Which of these sources can you not load data into BigQuery f...; Question 25: Your neural network model is taking days to train. You want ...; Question 26: Your company is loading comma-separated values (CSV) files i...; Question 27: Which of these statements about BigQuery caching is true?...; Question 28: What are two of the characteristics of using online predicti...; Question 29: Which of the following is NOT true about Dataflow pipelines?...; Question 30: You are training a spam classifier. You notice that you are ...; Question 31: You have data pipelines running on BigQuery, Cloud Dataflow,...; Question 32: You have uploaded 5 years of log data to Cloud Storage A use...; Question 33: Each analytics team in your organization is running BigQuery...; Question 34: You want to build a managed Hadoop system as your data lake....; Question 35: Your company is selecting a system to centralize data ingest...; Question 36: You are running a pipeline in Cloud Dataflow that receives m...; Question 37: You are designing storage for very large text files for a da...; Question 38: You are migrating your on-premises data warehouse to BigQuer...; Question 39: Your company is streaming real-time sensor data from their f...; Question 40: Which of the following is NOT one of the three main types of...; Question 41: You need to compose visualization for operations teams with ...; Question 42: You are architecting a data transformation solution for BigQ...; Question 43: What are all of the BigQuery operations that Google charges ...; Question 44: You have thousands of Apache Spark jobs running in your on-p...; Question 45: How would you query specific partitions in a BigQuery table?...; Question 46: The data analyst team at your company uses BigQuery for ad-h...; Question 47: You need to look at BigQuery data from a specific table mult...; Question 48: Which of the following statements about the Wide & Deep ...; Question 49: You need to compose visualizations for operations teams with...; Question 50: You are integrating one of your internal IT applications and...; Question 51: Your company is in a highly regulated industry. One of your ...; Question 52: You have data located in BigQuery that is used to generate r...; Question 53: You are deploying MariaDB SQL databases on GCE VM Instances ...; Question 54: When creating a new Cloud Dataproc cluster with the projects...; Question 55: You are designing a basket abandonment system for an ecommer...; Question 56: You have a data stored in BigQuery. The data in the BigQuery...; Question 57: You need to migrate a 2TB relational database to Google Clou...; Question 58: Your company is implementing a data warehouse using BigQuery...; Question 59: You want to use a BigQuery table as a data sink. In which wr...; Question 60: You are designing a Dataflow pipeline for a batch processing...; Question 61: You need to move 2 PB of historical data from an on-premises...; Question 62: You want to automate execution of a multi-step data pipeline...; Question 63: You are using Cloud Bigtable to persist and serve stock mark...; Question 64: Your company is migrating their 30-node Apache Hadoop cluste...; Question 65: By default, which of the following windowing behavior does D...; Question 66: You need to migrate a Redis database from an on-premises dat...; Question 67: You're using Bigtable for a real-time application, and you h...; Question 68: You have developed three data processing jobs. One executes ...; Question 69: You work for a manufacturing company that sources up to 750 ...; Question 70: You are administering a BigQuery dataset that uses a custome...; Question 71: You're training a model to predict housing prices based on a...; Question 72: An online brokerage company requires a high volume trade pro...; Question 73: Your company's customer_order table in BigOuery stores the o...; Question 74: You have a query that filters a BigQuery table using a WHERE...; Question 75: You want to schedule a number of sequential load and transfo...; Question 76: You are designing a fault-tolerant architecture to store dat...; Question 77: Your startup has never implemented a formal security policy....; Question 78: You have a data pipeline with a Cloud Dataflow job that aggr...; Question 79: Your organization uses a multi-cloud data storage strategy, ...; Question 80: Your company handles data processing for a number of differe...; Question 81: Your company needs to upload their historic data to Cloud St...; Question 82: You are updating the code for a subscriber to a Put/Sub feed...; Question 83: Which SQL keyword can be used to reduce the number of column...; Question 84: Flowlogistic's CEO wants to gain rapid insight into their cu...; Question 85: You are building a data pipeline on Google Cloud. You need t...; Question 86: You are deploying a new storage system for your mobile appli...; Question 87: You have a BigQuery table that ingests data directly from a ...; Question 88: You are designing a messaging system by using Pub/Sub to pro...; Question 89: Which of the following statements is NOT true regarding Bigt...; Question 90: Your company's on-premises Apache Hadoop servers are approac...; Question 91: You are administering shared BigQuery datasets that contain ...; Question 92: The YARN ResourceManager and the HDFS NameNode interfaces ar...; Question 93: Different teams in your organization store customer and perf...; Question 94: When using Cloud Dataproc clusters, you can access the YARN ...; Question 95: You work for a large ecommerce company. You are using Pub/Su...; Question 96: You need ads data to serve Al models and historical data tor...; Question 97: You have a requirement to insert minute-resolution data from...; Question 98: You are implementing a chatbot to help an online retailer st...; Question 99: Your company is migrating its on-premises data warehousing s...; Question 100: You work for a mid-sized enterprise that needs to move its o...; Question 101: You are designing storage for two relational tables that are...; Question 102: You are developing a new deep teaming model that predicts a ...; Question 103: Cloud Bigtable is Google's ______ Big Data database service....; Question 104: You work for a shipping company that uses handheld scanners ...; Question 105: You are a BigQuery admin supporting a team of data consumers...; Question 106: Which TensorFlow function can you use to configure a categor...; Question 107: Which action can a Cloud Dataproc Viewer perform?...; Question 108: After migrating ETL jobs to run on BigQuery, you need to ver...; Question 109: Your chemical company needs to manually check documentation ...; Question 110: Government regulations in your industry mandate that you hav...; Question 111: You operate a logistics company, and you want to improve eve...; Question 112: You currently use a SQL-based tool to visualize your data st...; Question 113: You are administering a BigQuery on-demand environment. Your...; Question 114: Which of the following is NOT a valid use case to select HDD...; Question 115: You are building a model to make clothing recommendations. Y...; Question 116: A web server sends click events to a Pub/Sub topic as messag...; Question 117: You are operating a Cloud Dataflow streaming pipeline. The p...; Question 118: When a Cloud Bigtable node fails, ____ is lost....; Question 119: You created an analytics environment on Google Cloud so that...; Question 120: You work for a car manufacturer and have set up a data pipel...; Question 121: Cloud Dataproc is a managed Apache Hadoop and Apache _____ s...; Question 122: You have historical data covering the last three years in Bi...; Question 123: The Development and External teams nave the project viewer I...; Question 124: To run a TensorFlow training job on your own computer using ...; Question 125: Your company operates in three domains: airlines, hotels, an...; Question 126: Cloud Dataproc charges you only for what you really use with...; Question 127: Which of the following job types are supported by Cloud Data...; Question 128: You work for a large ecommerce company. You store your custo...; Question 129: Cloud Bigtable is a recommended option for storing very larg...; Question 130: Which is the preferred method to use to avoid hotspotting in...; Question 131: Why do you need to split a machine learning dataset into tra...; Question 132: You are choosing a NoSQL database to handle telemetry data s...; Question 133: You create an important report for your large team in Google...; Question 134: Which of the following are examples of hyperparameters? (Sel...; Question 135: If a dataset contains rows with individual people and column...; Question 136: If you want to create a machine learning model that predicts...; Question 137: You are deploying 10,000 new Internet of Things devices to c...; Question 138: What are two of the benefits of using denormalized data stru...; Question 139: Which Google Cloud Platform service is an alternative to Had...; Question 140: You have 100 GB of data stored in a BigQuery table. This dat...; Question 141: Your company maintains a hybrid deployment with GCP, where a...; Question 142: You are responsible for writing your company's ETL pipelines...; Question 143: You are planning to use Google's Dataflow SDK to analyze cus...; Question 144: When you store data in Cloud Bigtable, what is the recommend...; Question 145: You are planning to use Cloud Storage as pad of your data la...; Question 146: MJTelco's Google Cloud Dataflow pipeline is now ready to sta...; Question 147: You operate an IoT pipeline built around Apache Kafka that n...; Question 148: You need to choose a database to store time series CPU and m...; Question 149: Suppose you have a dataset of images that are each labeled a...; Question 150: You need to store and analyze social media postings in Googl...; Question 151: You have Cloud Functions written in Node.js that pull messag...; Question 152: You have a petabyte of analytics data and need to design a s...; Question 153: You are designing the database schema for a machine learning...; Question 154: You migrated your on-premises Apache Hadoop Distributed File...; Question 155: You use BigQuery as your centralized analytics platform. New...; Question 156: You are using BigQuery with a regional dataset that includes...; Question 157: You are running your BigQuery project in the on-demand billi...; Question 158: You work for a large fast food restaurant chain with over 40...; Question 159: Business owners at your company have given you a database of...; Question 160: You need to create a data pipeline that copies time-series t...; Question 161: To give a user read permission for only the first three colu...; Question 162: You are building a teal-lime prediction engine that streams ...; Question 163: You are building a report-only data warehouse where the data...; Question 164: You are designing a data mesh on Google Cloud by using Datap...

[×]

Download PDF File

Enter your email address to download Google.Professional-Data-Engineer.v2025-06-02.q164.pdf

Email:

Disclaimer:
Freecram doesn't offer Real GIAC Exam Questions. Freecram doesn't offer Real SAP Exam Questions. Freecram doesn't offer Real (ISC)² Exam Questions. Freecram doesn't offer Real CompTIA Exam Questions. Freecram doesn't offer Real Microsoft Exam Questions.
Oracle and Java are registered trademarks of Oracle and/or its affiliates.
Freecram material do not contain actual actual Oracle Exam Questions or material.
Microsoft®, Azure®, Windows®, Windows Vista®, and the Windows logo are registered trademarks of Microsoft Corporation.
Freecram Materials do not contain actual questions and answers from Cisco's Certification Exams. The brand Cisco is a registered trademark of CISCO, Inc.
CFA Institute does not endorse, promote or warrant the accuracy or quality of these questions. CFA® and Chartered Financial Analyst® are registered trademarks owned by CFA Institute.
Freecram does not offer exam dumps or questions from actual exams. We offer learning material and practice tests created by subject matter experts to assist and help learners prepare for those exams. All certification brands used on the website are owned by the respective brand owners. Freecram does not own or claim any ownership on any of the brands.

Question 135/164

LEAVE A REPLY

Download PDF File