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Google BigQuery for Data and ML Engineers · LearnSpace
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Google BigQuery for Data and ML Engineers

Курс от Pearson
Средний≈ 6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Learn how to use Google BigQuery to enhance your data engineering and machine learning skills in this practical, instructor-led course. Taught by experienced cloud architect and author Dan Sullivan, you’ll work with BigQuery’s serverless architecture, advanced SQL, and data warehousing features to efficiently manage and analyze large datasets. This course is suitable for both beginners and those with experience. You’ll get hands-on practice with data ingestion, transformation, and building reliable data pipelines. The curriculum covers how to create, evaluate, and deploy machine learning models within BigQuery, as well as recent generative AI applications. Through real-world projects and clear instruction, you’ll build the skills needed to use BigQuery in your day-to-day work. Whether you’re new to the field or looking to expand your knowledge, this course offers practical tools and techniques for data engineering and machine learning.

Навыки, которые вы освоите

Data QualityGenerative AIMachine LearningData ProcessingData WarehousingApplied Machine LearningData IntegrationBig DataData ManipulationExploratory Data AnalysisGoogle Cloud PlatformApache SparkMachine Learning MethodsData Import/ExportData ValidationSQLModel EvaluationTime Series Analysis and ForecastingServerless ComputingData Pipelines

Программа курса

1 модулей · 42 учебных материалов

01Google BigQuery for Data and ML Engineers42 материалов

BigQuery for Data Engineering and Machine Learning Engineering

IntroductionВидеоTopicsВидеоServerless, Multi-function Data PlatformВидеоArchitecture of BigQueryВидеоData Engineering and Machine Learning in BigQuery

Учитесь у экспертов

Pearson

Преподаватель курса

Dan Sullivan

Data Architect, Author, and Instructor

Google BigQuery for Data and ML Engineers
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Обучение на Coursera

≈ 6 ч

1 модулей

Язык: Английский

Субтитры: Американский английский

Часть программы вашего университета
Видео
BigQuery for Data Engineering and Machine Learning Engineering QuizЗадание

Data Ingestion in BigQuery

TopicsВидеоBatch Data IngestionВидеоLab Assignment: Batch Data IngestionВидеоStreaming IngestionВидеоLab Assignment: Ingest Streaming DataВидеоData Ingestion in BigQuery QuizЗадание

Data Qualtiy and Data Exploration

TopicsВидеоSQL for Data Quality ChecksВидеоLab Assignment: Data Quality ChecksВидеоDataFrames for Data ExplorationВидеоLab Assignment: Data ExplorationВидеоCloud Dataproc Spark and BigQueryВидеоData Qualtiy and Data Exploration QuizЗадание

Machine Learning with BigQuery

TopicsВидеоIntroduction to Machine LearningВидеоMachine Learning WorkflowВидеоMachine Learning with BigQuery QuizЗадание

Building Classification and Regression Models in BigQuery

TopicsВидеоBuilding and Evaluating a Classification ModelВидеоLab Assignment: Build a Classification ModelВидеоBuilding and Evaluating a Regression ModelВидеоLab Assignment: Build a Regression ModelВидеоBuilding Classification and Regression Models in BigQuery QuizЗадание

Building a Time Series Predictive Model

TopicsВидеоIntroduction to Time Series ModelingВидеоBuilding Time Series Model in SQLВидеоLab Building a Time Series Model in SQLВидеоBuilding a Time Series Predictive Model QuizЗадание

Using Generative AI with BigQuery

TopicsВидеоGenerative AI Services in Google CloudВидеоIntroduction to Generative AI in BigQueryВидеоLab Using Generative AI tools in BigQueryВидеоWorking with Text in BigQueryВидеоUsing Generative AI with BigQuery QuizЗадание

Summary

Google BigQuery for Data and ML Engineers: SummaryВидеоEnd of Course AssessmentЗадание