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Machine Learning with BigQuery ML: Create, execute, and improve machine learning models in BigQuery using standard SQL queries
제품번호 #: 53325318

Machine Learning with BigQuery ML: Create, execute, and improve machine learning models in BigQuery using standard SQL queries

제품번호 #: 53325318

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Discover the power of BigQuery ML to create, execute, and optimize machine learning models. Get started on your data-driven journey with Ubuy South Korea.
  • Manage different business scenarios with the right machine learning technique using Google's highly scalable BigQuery MLKey FeaturesGain a clear understanding of AI and machine learning services on GCP, learn when to use these, and find out how to integrate them with BigQuery MLLeverage SQL syntax to train, evaluate, test, and use ML modelsDiscover how BigQuery works and understand the capabilities of BigQuery ML using examplesBook DescriptionBigQuery ML enables you to easily build machine learning (ML) models with SQL without much coding. This book will help you to accelerate the development and deployment of ML models with BigQuery ML.The book starts with a quick overview of Google Cloud and BigQuery architecture. You'll then learn how to configure a Google Cloud project, understand the architectural components and capabilities of BigQuery, and find out how to build ML models with BigQuery ML. The book teaches you how to use ML using SQL on BigQuery. You'll analyze the key phases of a ML model's lifecycle and get to grips with the SQL statements used to train, evaluate, test, and use a model. As you advance, you'll build a series of use cases by applying different ML techniques such as linear regression, binary and multiclass logistic regression, k-means, ARIMA time series, deep neural networks, and XGBoost using practical use cases. Moving on, you'll cover matrix factorization and deep neural networks using BigQuery ML's capabilities. Finally, you'll explore the integration of BigQuery ML with other Google Cloud Platform components such as AI Platform Notebooks and TensorFlow along with discovering best practices and tips and tricks for hyperparameter tuning and performance enhancement.By the end of this BigQuery book, you'll be able to build and evaluate your own ML models with BigQuery ML.What you will learnDiscover how to prepare datasets to build an effective ML modelForecast business KPIs by leveraging various ML models and BigQuery MLBuild and train a recommendation engine to suggest the best products for your customers using BigQuery MLDevelop, train, and share a BigQuery ML model from previous parts with AI Platform NotebooksFind out how to invoke a trained TensorFlow model directly from BigQueryGet to grips with BigQuery ML best practices to maximize your ML performanceWho this book is forThis book is for data scientists, data analysts, data engineers, and anyone looking to get started with Google's BigQuery ML. You'll also find this book useful if you want to accelerate the development of ML models or if you are a business user who wants to apply ML in an easy way using SQL. Basic knowledge of BigQuery and SQL is required.Table of ContentsIntroduction to Google Cloud and BigQuerySetting Up Your GCP and BigQuery EnvironmentIntroducing BigQuery SyntaxPredicting Numerical Values with Linear RegressionPredicting Boolean Values Using Binary Logistic RegressionClassifying Trees with Multiclass Logistic RegressionClustering Using the K-Means AlgorithmForecasting Using Time SeriesSuggesting the Right Product by Using Matrix FactorizationPredicting Boolean Values Using XGBoostImplementing Deep Neural NetworksUsing BigQuery ML with AI NotebooksRunning TensorFlow Models with BigQuery MLBigQuery ML Tips and Best Practices
Publisher Packt Publishing
Publication date June 11, 2021
Language English
Print length 344 pages
ISBN-10 1800560303
ISBN-13 978-1800560307
Item Weight 1.3 pounds (590 grams)
Dimensions 7.5 x 0.78 x 9.25 inches (19.1 x 2 x 23.5 cm)

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Machine Learning with BigQuery ML: Create, execute, and improve machine learning models in BigQuery using standard SQL queries

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  • 의문: Ubuy에서 온라인으로 Machine Learning with BigQuery ML: Create, execute, 쇼핑하는 방법?

    답변: Ubuy에서 온라인으로 Machine Learning with BigQuery ML: Create, execute,을(를) 쉽게 쇼핑할 수 있습니다.. 제품을 검색하고 체크아웃하는 동안 배송 방법을 선택하고 해당 위치로 배송받기만 하면 됩니다.
  • 의문: Machine Learning with BigQuery ML: Create, execute,는 South Korea에서 온라인 쇼핑이 가능합니까?

    답변: 예, Ubuy South Korea에서 이 제품을 합리적인 가격에 구매할 수 있습니다.. Machine Learning with BigQuery ML: Create, execute,은(는) 현지에서 구할 수 없지만 특급 배송 서비스로 저희를 신뢰할 수 있습니다.
  • 의문: 주문 후 제품을 받는 데 얼마나 걸립니까?

    답변: 주문한 제품의 배송 시간은 주문한 항목과 선택한 배송 방법에 따라 다릅니다.. 예상 배송 시간은 결제 과정에서 언급되므로 안심하고 쇼핑하십시오.

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