9781800560307 - machine learning with bigquery ml: create, execute, and improve machine learning models in bigquery using standard sql queries von alessandro marrandino (20 Ergebnisse)
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Paperback. Zustand: New. Manage different business scenarios with the right machine learning technique using Google's highly scalable BigQuery MLKey Features* Gain 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 ML* Leverage SQL syntax to… train, evaluate, test, and use ML models* Discover 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 an ML model's life cycle 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 machine learning techniques such as linear regression, binary and multiclass logistic regression, k-means, ARIMA time series, 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 GCP components such as AI 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 learn* Discover how to prepare datasets for building an effective machine learning model* Forecast business KPIs by leveraging various machine learning models and BigQuery ML* Build and train a recommendation engine to suggest the best products for your customers using BigQuery ML* Develop, train, and share a BigQuery ML model from previous parts with AI Platform Notebooks* Find out how to invoke a trained TensorFlow model directly from BigQuery* Get to grips with BigQuery ML best practices to maximize your machine learning performance Who 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 machine learning 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.
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Paperback. Zustand: New. Manage different business scenarios with the right machine learning technique using Google's highly scalable BigQuery MLKey Features* Gain 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 ML* Leverage SQL syntax to… train, evaluate, test, and use ML models* Discover 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 an ML model's life cycle 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 machine learning techniques such as linear regression, binary and multiclass logistic regression, k-means, ARIMA time series, 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 GCP components such as AI 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 learn* Discover how to prepare datasets for building an effective machine learning model* Forecast business KPIs by leveraging various machine learning models and BigQuery ML* Build and train a recommendation engine to suggest the best products for your customers using BigQuery ML* Develop, train, and share a BigQuery ML model from previous parts with AI Platform Notebooks* Find out how to invoke a trained TensorFlow model directly from BigQuery* Get to grips with BigQuery ML best practices to maximize your machine learning performance Who 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 machine learning 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.
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Zustand: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. This book helps you accelerate machine learning model development with BigQuery ML. Throughout the book, you ll use various ML models to learn about BigQuery ML features and discover how to apply them to different busin…ess scenarios. This book will help you.
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Taschenbuch. Zustand: Neu. Machine Learning with BigQuery ML | Create, execute, and improve machine learning models in BigQuery using standard SQL queries | Alessandro Marrandino | Taschenbuch | Kartoniert / Broschiert | Englisch | 2021 | Packt Publishing | EAN 9781800560307 | Verantwortliche Person für die EU: Libri GmbH, Europ…aallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu Print on Demand.
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Taschenbuch. Zustand: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Manage different business scenarios with the right machine learning technique using Google's highly scalable BigQuery ML Key Features:Gain 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 ML Leverage SQL syntax to train, evaluate, test, and use ML models Discover how BigQuery works and understand the capabilities of BigQuery ML using examples Book Description: BigQuery 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 Not Elektronisches Buch 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 Learn:Discover how to prepare datasets to build an effective ML model Forecast business KPIs by leveraging various ML models and BigQuery ML Build and train a recommendation engine to suggest the best products for your customers using BigQuery ML Develop, train, and share a BigQuery ML model from previous parts with AI Platform Not Elektronisches Buch Find out how to invoke a trained TensorFlow model directly from BigQuery Get to grips with BigQuery ML best practices to maximize your ML performance Who this book is for: This 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.
