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Machine Learning with BigQuery ML

You're reading from   Machine Learning with BigQuery ML Create, execute, and improve machine learning models in BigQuery using standard SQL queries

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Product type Paperback
Published in Jun 2021
Publisher Packt
ISBN-13 9781800560307
Length 344 pages
Edition 1st Edition
Languages
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Author (1):
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Alessandro Marrandino Alessandro Marrandino
Author Profile Icon Alessandro Marrandino
Alessandro Marrandino
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Table of Contents (20) Chapters Close

Preface 1. Section 1: Introduction and Environment Setup
2. Chapter 1: Introduction to Google Cloud and BigQuery FREE CHAPTER 3. Chapter 2: Setting Up Your GCP and BigQuery Environment 4. Chapter 3: Introducing BigQuery Syntax 5. Section 2: Deep Learning Networks
6. Chapter 4: Predicting Numerical Values with Linear Regression 7. Chapter 5: Predicting Boolean Values Using Binary Logistic Regression 8. Chapter 6: Classifying Trees with Multiclass Logistic Regression 9. Section 3: Advanced Models with BigQuery ML
10. Chapter 7: Clustering Using the K-Means Algorithm 11. Chapter 8: Forecasting Using Time Series 12. Chapter 9: Suggesting the Right Product by Using Matrix Factorization 13. Chapter 10: Predicting Boolean Values Using XGBoost 14. Chapter 11: Implementing Deep Neural Networks 15. Section 4: Further Extending Your ML Capabilities with GCP
16. Chapter 12: Using BigQuery ML with AI Notebooks 17. Chapter 13: Running TensorFlow Models with BigQuery ML 18. Chapter 14: BigQuery ML Tips and Best Practices 19. Other Books You May Enjoy

Activating BigQuery

Each GCP service can be enabled or disabled according to the customer's needs and the use case that it is required to implement. For our purposes, we'll show the steps that are necessary to activate the BigQuery service, but the same approach can be extended to other GCP technologies:

Tip

Enabling or disabling a GCP service will not impact the billing of your GCP project. You'll be charged only for the actual usage of GCP components and not for just having a service enabled.

  1. The first step is to access the API and services library, which can be easily found in the navigation menu of Google Cloud Console:

    Figure 2.13 – From the navigation menu of the GCP console, it is possible to access the library of GCP services

    This function lets you browse the entire library of GCP services and choose services to turn on or off.

  2. If we search for bigquery in the search bar, the first result will be BigQuery API:

    Figure 2.14 – Looking...

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